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The Use of Data Analytics in the World of Sport
 
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Learn how sports and media organisations are meeting fans' demand for real-time insights.
Views: 3686 IBM UK & Ireland
Predicting sports winners using data analytics with pandas and scikit-learn by Robert Layton
 
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The pandas and scikit-learn packages combine together to produce a powerful toolkit for data analytics. In this talk, we will be using them together to analyse the outcome of NBA games, trying to predict the winner of a match. There is plenty of data out there to allow us to create good predictions – the key is getting it in the right format and building the right model. In this talk we will go through importing data from the net, cleaning it up, creating new features, and building a predictive model. We then evaluate how well we did, using recent NBA data. The model we use will be a decision tree ensemble called a random forest. PyCon Australia is the national conference for users of the Python Programming Language. In 2015, we're heading to Brisbane to bring together students, enthusiasts, and professionals with a love of Python from around Australia, and all around the World. July 31-August 4, Brisbane, Queensland, Australia
Views: 24324 PyCon Australia
The Science of Sports
 
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By all accounts, Jake Wittig ’19 enjoyed a strong freshman season for the Rochester men’s basketball team last year. The point guard started 23 games and averaged 8.8 points and 3.3 assists. When the season ended, Wittig dug a little deeper to evaluate his performance. Using Synergy Sports Technology, an online service whose clients include hundreds of NCAA teams from Divisions I, II, and III, Wittig learned that he ranked “below average” in catch and shoot 3-pointers (19th percentile), jump shots off the dribble (31st percentile), and pick and roll including passes (48th percentile). “The data showed me what I was good at and what I needed to work on,” says Wittig, a business major from Manlius, New York, and son of Jeff Wittig ’86, a two-time All-American quarterback at Rochester. “Last summer, I worked on those things and have been able to make better reads and limit my turnovers.” Through the first week of February, Synergy ranked Wittig “very good” in catch and shoot (76th percentile) and jump shots off the dribble (79th percentile), and “excellent” for pick and roll including passes (88th percentile). “The data made me a better player,” Wittig says. Data analytics is the new normal for college teams. Programs pay for different web-based programs out of their annual budgets to evaluate student-athletes, plan for opponents, and even prevent injuries. Field hockey coach Wendy Andreatta uses VidSwap to measure success with set pieces and to help improve shooting and save percentages. The data also shows where and how the Yellowjackets are scored upon. Andreatta says having data keeps her players more open to tactical changes. “What it does for our players is make them listen to their coaches a little bit more,” she says. “When we say this is a great scoring position, and we can have the data to back it up, they’ll put themselves in that scoring position more readily than they would if they hadn’t seen it.” Men’s basketball coach Luke Flockerzi and women’s basketball coach Jim Scheible both use Synergy. That’s not just a choice; it’s a requirement of the University Athletic Association, which seeks to keep all teams on a level playing court. The company Synergy—founded by Garrick Barr, the former coach of the NBA’s Phoenix Suns—has transformed the way coaches and general managers evaluate talent. Each year, the Seattle-based company analyzes and breaks down more than 50,000 games worldwide above the high school level. Statistics are linked to videos, too. So if your point guard missed 18 shots last Sunday, player and coach can watch him or her missing those 18 shots. “It used to take me two hours to watch an opponent’s game,” Flockerzi says. “Now I can watch it in 15 minutes, by eliminating timeouts, free throws, things like that. I can watch the parts I want to watch.” “I’m definitely a fan of Synergy,” says Sam Borst-Smith ’17, a starting guard on the men’s basketball team and an English major from San Pedro, California. “The information shows what our collective team strengths are, as well as individual.” At the same time, there are players and coaches who maintain that data analytics, for all its obvious uses and benefits, shouldn’t be seen as a substitute for instinct. Borst-Smith is among them. “You can’t get too wrapped up in the statistics that Synergy provides,” he says. “Keeping your strengths and weaknesses in the back of your mind can result in negative effects, such as putting pressure on yourself to perform at a high level that will keep your statistics high. Once you’re able to not think about your statistics and just go out and perform, you’ll play better.” There are a few University coaches who don’t subscribe to a web-based data analytics system. For most sports, however, data science is here to stay. And it will continue to improve. “What we have now is so much better than just a few years ago,” Flockerzi says. “I can’t imagine what’s in store in the years ahead.” Help us caption & translate this video! http://amara.org/v/49Jn/
What Cars can you afford as an Engineer?
 
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Ever wondered what kind of car you can afford working as an Engineer? ARDUINO BUDGET LINK!!! https://www.amazon.com/gp/product/B01DGD2GAO/ref=as_li_qf_sp_asin_il_tl?ie=UTF8&tag=relearnmath-20&camp=1789&creative=9325&linkCode=as2&creativeASIN=B01DGD2GAO&linkId=5dec9abb319a383cc987dc086708647b Slightly more expensive kit http://amzn.to/2CaQlT4 Fun short video where I talk about what kind of cars you can afford as an entry level Engineer. If you are thinking about majoring in Engineering this video might give you some insight on what kind of car you will be able to afford.
Views: 1382077 REACH
Job Roles For DATA ENTRY OPERATOR – Entry Level,DataBase,Arts,Science,WPM, Data Management
 
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Job Roles For DATA ENTRY OPERATOR : Know more about job roles and responsibility in DATA ENTRY . Coming to DATA ENTRY OPERATOR opportunities for freshers in India,Visit http://www.freshersworld.com?src=Youtube for detailed information,Job Opportunities,Education details and Career growth of DATA ENTRY OPERATOR. No matter what your educational background is, data entry operator jobs are available for all fresh candidates. People usually do not seek this position thinking that this is a low-level job. As a matter of fact, it is not lower than any other entry level position in corporate world. The main job of a data entry operator is to update, add and maintain data in a system or managing databases. The data entry operator is expected to insert or add data related to the company (both text and numerical) from a source file provided by the company. The candidate should also verify and sort the information as per given instruction. Other operational work includes generating routine reports and filing documents related to their work. Mostly, freshers with bachelor degree in arts and science are sought for this position. Even diploma candidates are opted for this position by many companies. Usually, candidates with professional degree, master degree or doctorate would not be sought for this position. The basic requirements are a) Knowledge and savvy in computer operation b) Expertise in MS-Office and other related software c) High typing speed – minimum market requirement is 40 WPM with 95% accuracy. d) Basic communication skills in English Usually, the candidates with good computer skill would be sought without regards to their educational background. Rotational shifts are rare and both male and female are sought. This job is also available in working-from-home option in some companies. There are short terms courses with certification for data entry offered by many institutions. Though it is not an essential certification, it would give a competitive edge over other candidates. Those who have working knowledge of Tally are sought for accountancy related data entry with a slightly higher pay. The same goes for those with commerce related educational background. With an increase in growth of BPO industry in India, there is a very high demand for data entry specialists. With one to three years experience in data entry, one can apply for jobs related to data management, document imaging, data mining, data processing and other related fields. If you want to grow in the same field, with three or more years of experience in data entry job, you can apply for senior data entry position or data analyzer positions. With more experience, you can apply for managerial positions like transaction processor, document processor and many others. Your scope is not restricted to back office operations. Candidates with a few years of experience in data entry can take up operational related jobs in KPO and customer service department. Yet, they would be considered as fresher in the new department. This job is for those who do not have a fancy degree and yet, want to take up corporate job. With this job, entry into corporate world becomes easy for all kinds of candidates. The academic excellence is not an important qualification for this job. Thus, candidates with backlog and those with moderate communication skill can apply for this position if, their typing skill is excellent. For more jobs & career information and daily job alerts, subscribe to our channel and support us. You can also install our Mobile app for govt jobs for getting regular notifications on your mobile. Freshersworld.com is the No.1 job portal for freshers jobs in India. Check Out website for more Jobs & Careers. http://www.freshersworld.com?src=Youtube - - ***Disclaimer: This is just a career guidance video for fresher candidates. The name, logo and properties mentioned in the video are proprietary property of the respective companies. The career and job information mentioned are an indicative generalised information. In no way Freshersworld.com, indulges into direct or indirect recruitment process of the respective companies.
R at work and at home (2 of 2)
 
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Part 1: http://www.youtube.com/watch?v=FEqcIKnv-oE Part 2: http://www.youtube.com/watch?v=K01FwcmfmXA Meetup Page: http://www.meetup.com/MelbURN-Melbourne-Users-of-R-Network/events/52694852/ Eu Jin is a Senior Analyst with Deloitte Analytics in Melbourne. He has over four years experience in data mining and statistical modelling in various industries, developing solutions to solve difficult problems. Prior to joining Deloitte, Eu Jin worked for NAB (National Australia Bank) and TNS in marketing research. Other than being a senior analyst at Deloitte, Eu Jin is also a competitive data miner (he recently won a Kaggle competition on credit scoring with fellow MelbURNian Alec Stephenson). In this presentation he'll talk about the benefits of R from a data mining competitor's point of view and from the point of view of an employee at Deloitte. The key insight from his experiences with R is that although R is the top favourite for recreational use, it's not quite there yet for full commercial deployment. He'll show what are some of the good things that R does well and some that it doesn't do quite well, from his experience working in Deloitte versus using it for recreational purposes.
Views: 567 Jeromy Anglim
R at work and at home (1 of 2)
 
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Part 1: http://www.youtube.com/watch?v=FEqcIKnv-oE Part 2: http://www.youtube.com/watch?v=K01FwcmfmXA Meetup Page: http://www.meetup.com/MelbURN-Melbourne-Users-of-R-Network/events/52694852/ Eu Jin is a Senior Analyst with Deloitte Analytics in Melbourne. He has over four years experience in data mining and statistical modelling in various industries, developing solutions to solve difficult problems. Prior to joining Deloitte, Eu Jin worked for NAB (National Australia Bank) and TNS in marketing research. Other than being a senior analyst at Deloitte, Eu Jin is also a competitive data miner (he recently won a Kaggle competition on credit scoring with fellow MelbURNian Alec Stephenson). In this presentation he'll talk about the benefits of R from a data mining competitor's point of view and from the point of view of an employee at Deloitte. The key insight from his experiences with R is that although R is the top favourite for recreational use, it's not quite there yet for full commercial deployment. He'll show what are some of the good things that R does well and some that it doesn't do quite well, from his experience working in Deloitte versus using it for recreational purposes.
Views: 1566 Jeromy Anglim
Jim Jefferies Doesn't See The Point In Bombing Australia
 
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The host of 'The Jim Jefferies Show' can't imagine North Korea has the motives to target Australia. Subscribe To "The Late Show" Channel HERE: http://bit.ly/ColbertYouTube For more content from "The Late Show with Stephen Colbert", click HERE: http://bit.ly/1AKISnR Watch full episodes of "The Late Show" HERE: http://bit.ly/1Puei40 Like "The Late Show" on Facebook HERE: http://on.fb.me/1df139Y Follow "The Late Show" on Twitter HERE: http://bit.ly/1dMzZzG Follow "The Late Show" on Google+ HERE: http://bit.ly/1JlGgzw Follow "The Late Show" on Instagram HERE: http://bit.ly/29wfREj Follow "The Late Show" on Tumblr HERE: http://bit.ly/29DVvtR Watch The Late Show with Stephen Colbert weeknights at 11:35 PM ET/10:35 PM CT. Only on CBS. Get the CBS app for iPhone & iPad! Click HERE: http://bit.ly/12rLxge Get new episodes of shows you love across devices the next day, stream live TV, and watch full seasons of CBS fan favorites anytime, anywhere with CBS All Access. Try it free! http://bit.ly/1OQA29B --- The Late Show with Stephen Colbert is the premier late night talk show on CBS, airing at 11:35pm EST, streaming online via CBS All Access, and delivered to the International Space Station on a USB drive taped to a weather balloon. Every night, viewers can expect: Comedy, humor, funny moments, witty interviews, celebrities, famous people, movie stars, bits, humorous celebrities doing bits, funny celebs, big group photos of every star from Hollywood, even the reclusive ones, plus also jokes.
Talend Big Data Streaming Sports Analysis
 
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See what's new in our latest version - http://www.talend.com/products This video demonstrating how to achieve clear, easy-to-read data, running through Talend Real time Big Data Platform and coming to you LIVE from an outside source. We’ve all seen some form of professional sport—soccer, football, hockey and even baseball... where professional athletes test their physical strength and endurance against one another in a competitive arena. But did you know that before these displays of physicality, a different team of mental analyst are crunching datasets to find that physical edge over an opponent. How is this possible? Through the use of live-action cameras and sensors hovering over the field or placed along the sidelines, these cameras and sensors are able to capture the movement and position of individual players during the course of competition. These data points can be set up to run through Talend and Spark to calculate any number of advanced metrics and then pushed out into a format for coaches, team members, managers, and even those in the online betting industry to use.
Views: 1895 Talend
Interviewing Dog World | Felix Ho
 
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Use the english subtitles and the high resolution 1080p HD to fully enjoy the interview!!!! Our project "Interviewing Dog World" regards people interviewed in the world of dogs who have proved their experience with actions in dog training, breeding etc. In that episode we host Felix Ho, a well known dog trainer and publisher of the book "The Schutzhund Training Manual". We talk about his life, his mentors, about animal rights and also about dog sport people and so much more. A really interesting interview for everyone to watch! Interview filmed on September 2018. The purpose of the Project is to inform young and old for the views and the perspective of people who have contributed to the current situation and our perception of the dog. More information about our projects on our website www.driveunlimited.gr and our page on Facebook, Drive Unlimited Canine Sports Center. Do not forget to subscribe to our channel for more videos. ---------------- Το project "Interviewing Dog World" αφορά συνεντεύξεις ατόμων στον κόσμο του σκύλου οι οποίοι έχουν αποδείξει με πράξεις την αυθεντία και εμπειρία τους στην εκπαίδευση, εκτροφή κτλ. Σε αυτό το επεισόδιο φιλοξενούμε τον Felix Ho, έναν πολύ γνωστό εκπαιδευτή σκύλων και συγγραφέα του βιβλίου "The Schutzhund Training Manual" . Μιλάμε για την ζωή του, για τους μέντορές του, για τα δικαιώματα των ζώων αλλά και άλλους αθλητές και φυσικά πολύ περισσότερα. Μια πολύ ενδιαφέρουσα κουβέντα για όλους τους κυναθλητές. Η συνέντευξη γυρίστηκε τον Σεπτέμβριο του 2018 Σκοπός του Project είναι να ενημερώσει νέους και παλιούς για τις απόψεις και την οπτική γωνία ανθρώπων που έχουν συνεισφέρει στην σημερινή εικόνα και αντίληψη που έχουμε για τον σκύλο. Περισσότερες πληροφορίες για τα project μας στην ιστοσελίδα μας www.driveunlimited.gr και στην σελίδα μας στο Facebook , Drive Unlimited Canine Sports Center. Μην ξεχνάτε να κάνετε subscribe στο κανάλι μας για περισσότερα βίντεο.
Technological Unemployment and Free Pizza
 
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In recent months in Australia, it has become quite clear that many jobs are becoming obsolete due to technological unemployment. That is, unemployment caused by technological advances and the onset of automation. Death of the Driver One example is within the mining industry. Many mining sites now have fully automated trucks that drive themselves along a set route hauling iron ore as required. A once high paying truck driver job has become almost unnecessary as technology improves. I once worked for the Queensland Police Service (between 2007 and 2008) and I recall a number of police officers leaving their $50000 salaries to become truck drivers earning $100000+. Their logic was simple – why do something relatively dangerous and stressful like policing when instead they could be sitting in an air-conditioned cab getting more than twice the salary? It is predicted that by about 2035, there will be no more driving jobs – taxi drivers, truck drivers, couriers – they’ll all be gone. Uber has already been quite honest about it saying they plan to introduce an automated fleet as soon as it’s economically viable. Many observers highlight the negative impact of automation, that is, the large number of job losses. However, I’d like to talk about the many advantages. Benefits of Automation First, automated vehicles will be far safer than their human-driven counterparts. People get tired, distracted, look at their mobile phone, drink-drive, drug-drive, deal with the kids in the back seat, etc. We’re not designed to focus on one task for hours on end. Already the driverless cars being tested on the roads in North America have incredible safety records, so we can only assume that their safety will improve in the upcoming years. I foresee a society where ultimately it will become illegal to physically drive a vehicle due to the inherent danger involved. Once governments see the statistics and realise that humans are causing most of the road fatalities, they’ll be forced to act by a tech-savvy population. Second, the cost of goods and services will come down. If there are no more truck drivers to pay to deliver the groceries to the supermarkets, then ultimately the groceries will cost less. I was recently talking with a friend about automation in the fast food industry. It’s simply a matter of time before fast food restaurants no longer require workers. Hamburgers and French fries will be 100% made by robotic machinery. Technological Unemployment and the Cost of Goods Imagine a large pizza chain, let’s call them Pizza Preppers, who decide to automate their stores. Their pizza dough is made by an automated dough machine, rolled and prepared to an exact specification. The appropriate toppings are automatically cut and placed on the pizza as per the customer’s order. The pizza is put in the oven, cooked, sliced and boxed – all by machine. Finally, automated drones will deliver the pizza right to the customer’s door. All orders and payments will be handled online. When the shop is running low on tomatoes, an order will be placed with the distribution warehouse where a box of tomatoes will be packed onto an automated truck and delivered in an appropriate time-frame. Imagining further into the future, when the distribution warehouse runs low on tomatoes, it will in turn place an order with the farming network. Farms will also be fully automated. Drones will be smart enough to go out into the fields and pick appropriately ripe tomatoes and deliver them to the boxing centre. The boxing centre will automatically box the tomatoes and place them on automated delivery trucks to send to the distribution warehouses. Whenever the drones or trucks are low on power, they’ll automatically return to their charging stations (probably powered by renewable energy) where another fresh drone or truck will take their place. This cycle of demand, production and supply will continue on 24 hours a day with very little need for downtime. Ultimately, Pizza Preppers will realise that their costs have dramatically fallen. Due to competition with other automated pizza chains, they’ll be compelled to lower their prices even further. In Australia 2016, you can already buy a large pizza for $5.00. When automation hits our pizza stores, I imagine the price dropping to $1.00, or maybe even less. Eventually the CEO of Pizza Preppers decides that their costs are so negligible, that they decide that they don’t want money for their pizzas any more and find alternative ways to keep their company profitable (e.g. advertising on their boxes). The only thing they ask is that customers don’t abuse their free pizza policy, so implement measures to counter such abuse ... Originally posted on my blog, Daily Rant Australia, January 28, 2016 by Andrew. FIND US ON FACEBOOK https://www.facebook.com/DailyRantAustralia/
How SVM (Support Vector Machine) algorithm works
 
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In this video I explain how SVM (Support Vector Machine) algorithm works to classify a linearly separable binary data set. The original presentation is available at http://prezi.com/jdtqiauncqww/?utm_campaign=share&utm_medium=copy&rc=ex0share
Views: 490764 Thales Sehn Körting
Episode #16 - Relationship disputes and Fifo secrets with Steve Part 2
 
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This week, Steve’s discuss’s the consequences of relationship disputes in fifo, tells us what his best “tool” is and shares his knowledge of an unspoken fifo/mining worker rating system/database, which is supposedly used to keep information on workers in Western Australia.
Views: 96 Fit4FIFO Australia
The Rules of Basketball - EXPLAINED!
 
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Ninh explains the Rules of NBA NCAA Basketball. A beginner's explanation of the laws of Basketball. Watch this short tutorial video guide on how to play Basketball. Learn about fouls, shots, free throws, violations, fouls, double dribble, travelling and more. COMMENT, LIKE, RATE & SUBSCRIBE!!! Also discuss on Reddit! Video: Copyright USA Basketball, IOC, OSHAA, BYU (I do not own any video footage). Music: 'Forest Law' by Namco Narrated, Directed and Produced by Ninh Ly Copyright Ninh Ly 2014 - http://www.ninh.co.uk Find me on Facebook – http://www.facebook.com/ninh.ly.31 Follow me on Twitter - http://twitter.com/NinhLyUK Google plus me – https://plus.google.com/104459371079200637912/about
Views: 1220990 Ninh Ly
Big Data in Sports at the Cebit 2014
 
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Member of the Executive Board of SAP, Bernd Leukert with Manager of the German National Football Team, Oliver Bierhoff and SAP Advisor Michael Steinbrecher on Big Data in sports and football in particular at 2014 CeBit in Hannover.
Views: 1355 SAP Sports
Can these people convince you that the economy is interesting?
 
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Nearly 90% of people feel bored or confused when politicians use jargon to talk about economics, according to the charity Economy, which holds free classes across the country to help take away the barriers to understanding and change how people think Subscribe to Guardian News on YouTube ► http://bit.ly/guardianwiressub Support the Guardian ► https://theguardian.com/supportus The Guardian ► https://www.theguardian.com The Guardian YouTube network: The Guardian ► www.youtube.com/theguardian Owen Jones talks ► http://bit.ly/subsowenjones Guardian Football ► http://is.gd/guardianfootball Guardian Sport ► http://bit.ly/GDNsport Guardian Culture ► http://is.gd/guardianculture Guardian Science and Tech ► http://is.gd/guardiantech
Views: 4265 Guardian News
Horse Racing Analyser (Spreadsheet)
 
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In this video I will demonstrate an 'Excel Spreadsheet' that I built to assist in analyzing horse races in Australia. The spreadsheet was built purely as a hobby/project for me and some friends to use. In the video I will show you some of the basic features that the spreadsheet has to offer, however will only really skim the surface as there is a lot that I will not cover due to time constraints. I hope you enjoy the video...
Views: 9410 ExcelSolutions4U
Sports Handicapping using Microsoft Excel
 
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Sports Handicapping using Microsoft Excel. Learn how to create your own FREE sports betting systems. For an absolutely FREE course on how to use these techniques sign up at http://www.sportshandicapper.co.uk
Views: 17046 pwhite2010
Humans Need Not Apply
 
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Discuss this video: http://www.reddit.com/r/CGPGrey/comments/2dfh5v/humans_need_not_apply/ http://www.CGPGrey.com/ https://twitter.com/cgpgrey ## Robots, Etc: Terex Port automation: http://www.terex.com/port-solutions/en/products/new-equipment/automated-guided-vehicles/lift-agv/index.htm Command | Cat MieStar System.: http://www.catminestarsystem.com/capability_sets/command Bosch Automotive Technology: http://www.bosch-automotivetechnology.com/en/de/specials/specials_for_more_driving_safety/automated_driving/automated_driving.html Atlas Update: https://www.youtube.com/watch?v=SD6Okylclb8&list=UU7vVhkEfw4nOGp8TyDk7RcQ Kiva Systems: http://www.kivasystems.com PhantomX running Phoenix code: https://www.youtube.com/watch?v=rAeQn5QnyXo iRobot, Do You: https://www.youtube.com/watch?v=da-5Uw8GBks&list=UUB6E-44uKOyRW9hX378XEyg New pharmacy robot at QEHB: https://www.youtube.com/watch?v=_Ql1ZHSkUPk Briggo Coffee Experience: http://vimeo.com/77993254 John Deere Autosteer ITEC Pro 2010. In use while cultivating: https://www.youtube.com/watch?v=VAPfImWdkDw&t=19s The Duel: Timo Boll vs. KUKA Robot: https://www.youtube.com/watch?v=tIIJME8-au8 Baxter with the Power of Intera 3: https://www.youtube.com/watch?v=DKR_pje7X2A&list=UUpSQ-euTEYaq5VtmEWukyiQ Baxter Research Robot SDK 1.0: https://www.youtube.com/watch?v=wgQLzin4I9M&list=UUpSQ-euTEYaq5VtmEWukyiQ&index=11 Baxter the Bartender: https://www.youtube.com/watch?v=AeTs9tLsUmc&list=UUpSQ-euTEYaq5VtmEWukyiQ Online Cash Registers Touch-Screen EPOS System Demonstration: https://www.youtube.com/watch?v=3yA22B0rC4o Self-Service Check in: https://www.youtube.com/watch?v=OafuIBDzxxU Robot to play Flappy Bird: https://www.youtube.com/watch?v=kHkMaWZFePI e-david from University of Konstanz, Germany: https://vimeo.com/68859229 Sedasys: http://www.sedasys.com/ Empty Car Convoy: http://www.youtube.com/watch?v=EPTIXldrq3Q Clever robots for crops: http://www.crops-robots.eu/index.php?option=com_content&view=article&id=62&Itemid=61 Autonomously folding a pile of 5 previously-unseen towels: https://www.youtube.com/watch?v=gy5g33S0Gzo#t=94 LS3 Follow Tight: https://www.youtube.com/watch?v=hNUeSUXOc-w Robotic Handling material: https://www.youtube.com/watch?v=pT3XoqJ7lIY Caterpillar automation project: http://www.catminestarsystem.com/articles/autonomous-haulage-improves-mine-site-safety Universal Robots has reinvented industrial robotics: https://www.youtube.com/watch?v=UQj-1yZFEZI Introducing WildCat: https://www.youtube.com/watch?v=wE3fmFTtP9g The Human Brain Project - Video Overview: https://www.youtube.com/watch?v=JqMpGrM5ECo This Robot Is Changing How We Cure Diseases: https://www.youtube.com/watch?v=ra0e97Wiqds Jeopardy! - Watson Game 2: https://www.youtube.com/watch?v=kDA-7O1q4oo What Will You Do With Watson?: https://www.youtube.com/watch?v=Y_cqBP08yuA ## Other Credits Mandelbrot set: https://www.youtube.com/watch?v=NGMRB4O922I&list=UUoxcjq-8xIDTYp3uz647V5A Moore's law graph: http://en.wikipedia.org/wiki/File:PPTMooresLawai.jpg Apple II 1977: https://www.youtube.com/watch?v=CxJwy8NsXFs Beer Robot Fail m2803: https://www.youtube.com/watch?v=N4Lb_3_NMjE All Wales Ambulance Promotional Video: https://www.youtube.com/watch?v=658aiRoVp6s Clyde Robinson: https://www.flickr.com/photos/crobj/4312159033/in/photostream/ Time lapse Painting - Monster Spa: https://www.youtube.com/watch?v=ED14i8qLxr4
Views: 10818732 CGP Grey
First Nation's Treaty History in B.C., Canada
 
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This was broadcasted in the 90's and gives us a timeless understanding of the challenges First Nations have faced in Canada. There are some scenes of great radio host and sadly missed Jack Webster (resident on Saltspring), interviewing a First Nations hero Frank Calder.
Views: 12653 saltspringpictures
Bernard Salt, KPMG Demographics at Insights University 2016
 
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CHANGE: RESISTANCE IS USELESS Bernard Salt, Futurist, Founder, KPMG Demographics A Futurist, Partner and Demographer at KPMG, Bernard is highly regarded for his progressive insights into the Australian consumer landscape. Bernard paints a picture of the future and brings to light opportunities for marketers to address. Presented at Insights University 2016, hosted by Forethought.
Views: 859 ForethoughtResearch
Talks Machina: Fireside Chat
 
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Welcome to the very special fireside chat edition of Talks Machina. If you had questions after the campaign wrap-up special, this is the place for you. Don't forget to tune into the new campaign on January 11 at 7pm Pacific at https://www.twitch.tv/geekandsundry or https://projectalpha.com. Watch Talks Machina live every Tuesday at 7pm PT on Alpha https://projectalpha.com or Twitch at https://www.twitch.tv/geekandsundry. Critical Role airs on Alpha with a special overlay that includes dynamic character sheets, damage and heal animations, and special visualizations. And lots of puns. Alpha members can check out Talks Machina: After Dark, which is an extended after show for our after show. Sign up for your 30-day free trial at https://projectalpha.com. Visit us on http://geekandsundry.com Subscribe to Geek and Sundry: http://goo.gl/B62jl Join our community at: http://geekandsundry.com/community Twitter: http://twitter.com/geekandsundry Facebook: http://facebook.com/geekandsundry Instagram: http://instagram.com/geekandsundry Google+: https://plus.google.com/+GeekandSundry/
Views: 301093 Geek & Sundry
Kingaroy locals not convinced of water safety
 
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More than 100 locals stared down Qld Mines Minister Stephen Robertson at a meeting in Kingaroy, worried their water supplies have been contaminated by an experimental underground coal gasifaction project.
Australian Youth Food movement: Food Justice in rural and urban QLD
 
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Bridging the Divide and AELA: Farmers and food producers in QLD face growing threats. Coal mining and coal seam gas threatens prime agricultural land in SE QLD and increasingly responsible for polluting soil, air, water and land. Communities are concerned about the potential impacts of GMO on crops and the growing corporatization of food production and displacement of family farms. How can we ensure QLD has a healthily, sustainable food system? And how can rural and urban communities work together more effectively to ensure food justice for consumers and producers?
Sachin Tendulkar perfect reply to loudmouth Australia 1996 WORLD CUP AMAZING
 
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The little ball tampering match losing selfish midget plays yet another useless match losing innings against the mighty Aussies. Flopdulkar forever, hahahaha.
Views: 8467843 robelinda2
Andy Parkinson, CEO of UKAD, on the National Intelligence Model & anti-doping across Europe
 
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Andy Parkinson, CEO of UK Anti-Doping explains the National Intelligence Model and the work that is being undertaken across Europe. He goes on to discuss the risk to athletes and how UKAD are trying to help athletes combat these risks. ---------- LawInSport TV provdes discussions, interviews and video blogs from key players in international sports law. You can also go to http://www.lawinsport.com for high quality daily sport law & business information, topical articles of legal opinion and blogs written by those working in the field. In addition to our legal content we also provide helpful information about sport law firms, books, conferences or courses. Our aim is to provide high quality legal content in a format that is accessible to all stake holders in sport. We continuously engage with our readers to ensure we provide relevant content that addresses the legal issues that concern them. We aim to present legal content in an engaging way, breaking away from the traditional legal formats and embracing new technology and communication channels.
Views: 843 LawInSport
Survival Underground: No Miner Concern
 
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Video by Michael McCoy The CrossFit Journal -- (http://journal.crossfit.com) The CrossFit Games® - The Sport of Fitness™ The Fittest On Earth™
Views: 11424 CrossFit®
Live from Disrupt Berlin 2018 Day 2
 
08:03:20
TechCrunch Disrupt Berlin 2018 - Day 2
Views: 2515 TechCrunch
Data Collection Business - Learn How You Can Make Money Collecting Data
 
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Looking for a Legitimate Data Entry Job. Join a Simple and Recession Proof Business that generated up to $14 Billion in revenue last year. The Data Collection Industry is Booming and it's only going to get better. Learn how you can get started today. No Investment is Required. Visit www.recordtags4cash.com
Views: 890 lilware5
Landrover BAR at Americas Cup on Big Data & Machine Learning
 
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Landrover BAR at Americas Cup behind the sceens http://www.mobilegeeks.com Landrover BAR took home the Americas Cup and we were there to talk about the roll of Big Data and Machines learning in preparing the team for victory.
Views: 789 Mobilegeeks.de
Gerry Harvey on How Online Retail Will Never Reach More than 10% of Total Sales
 
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An extended clip from the ground-breaking series, The Thread, exploring what connects different Aussie icons who broke away from the pack. Full episode on Gerry Harvey here: https://goo.gl/DHNVBQ Like watching? **Like this video above and comment below** Support us by subscribing: https://goo.gl/uQDYfu Follow Hugh Minson on Twitter: https://twitter.com/minceontoast Like Hugh Minson on Facebook: https://goo.gl/VHkyGi Follow Jack Morphet on Twitter: https://twitter.com/JackMorphet ======================================================== ►Transcript Jack: Open mic here, what is your stance on online retailing? Gerry: Well, online retail is over-hyped and it's unfair in terms of all the overseas retailers selling into Australia and not paying their duties and GST and all the rest and it will all stop. The pity is that it will go for 3, 4, 5 years before it stops. But the stop period is slowly coming. It might probably be in the next few months even. So the rest of the world doesn't do what we do. So if you go to the UK and you want to bring something in from overseas, you pay your 20% taxes, you pay your duties and I think even on smaller items, they have a surcharge as well sort of thing. We have a thousand dollars, and no one takes any notice of that. The thousand dollars becomes 2, 3, 4, 5 thousand because they send it in in parts, or they don't declare it or they get a bodgy invoice and all this sort of thing. So it's an absolute rort. And there's no point to it except that some people get some cheaper stuff and put a whole lot of other people out of work. So sooner or later governments wake up to it and that's what's happening now. So, that part of it, the overseas thing will start to drop, when that all happens. Then in Australia, online, that will start to grow. And so you will have this combination of online and bricks and mortar shops. So at the moment in Harvey Norman that online business is growing. We were doing 60 or 70 thousand dollars a day. In December it got up to 300,000 dollars a day but now it will drop back to maybe 100/150 thousand dollars a day and that will just keep on growing. So what percentage of our business will it be in 1 years, 2 years, 5 years, 10 years? Everyone's having a guess at that and they don't know. At the moment, if you took, instead of a Harvey Norman, maybe took a department store, it might be a bit better an example. A department store is 1 or less than 1 percent of turnover. Where can it get to? If it gets to 5 percent it will be high. But a whole heap of people will tell you that it will get to 10 or 20 percent, I don't believe that. I think it's got a ceiling on it. But I am not sure what it is. And if you take the department stores, there's only two really, David Jones and Myers, and if it gets to 5 percent, that'll be 1 in 20 sales done online. I am battling to see how it will get much more than that but I don't discount the fact that it could get to 10 percent, it could, but I don't ever see it getting any more. I just can see how it could get any more than that. ======================================================== ►About Gerry Harvey Harvey is the undisputed retail king of Australia. He founded one of the most profitable businesses to list on the ASX, Harvey Norman, and has since ventured into other industries such as agriculture, horse racing, and mining. Interviewed at his privately owned horse auctions on the Gold Coast, the Magic Millions, Harvey is captivating. A deep thinker, he expresses the need for people to take risks early in their careers to break away. ======================================================== ►About The Thread Two mates sit down with 10 iconic Australians to figure out how they broke away from the pack. Hugh and Jack seek out leaders of wide-ranging fields: adventure, sport, business, philanthropy, medicine, law and literature to uncover the common thread that binds them. The interview subjects are household names famed for remarkable and well-told stories, but rarely have they been asked how they did it, how they define success and whether anyone can do what they've done. Armed with meticulous research and uncomfortably simple questions, we elicit intriguing, inspiring and often unexpected insights from an eclectic bunch of trailblazers. Check out all 10 full episodes here: https://goo.gl/uQDYfu
Views: 86 The Thread
Black Diamonds, EMDs, and RS5Ts: Moving Coal on the Reading & Northern
 
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In this video, we'll follow a loaded coal train from the Jeddo breaker just north of Hazleton to Port Clinton, stopping for eleven different shots along the way. We'll first see the train as it pulls out of the mine on some rather rough track, with just two SW8s and an SD50 providing power for the 49 loaded coal hoppers. Afterward, they will meet a trio of SD40-2s at Hazel Brook. These engines are newly-reactivated 3056 as well as freshly repainted 3058 and 3057. After coupling onto the consist, 3056 will lead the train south from here, with its RS5T horn sounding at every crossing on the line. As the coal trains pull through Hazleton, they operate on several miles of trackage rights on Norfolk Southern's Hazleton Running Track. As a result, they must often hold for NS local freights to pass. Before our coal train can continue, it will have to wait for H98 to return from the Valmont Industrial Park, powered by one of NS' distinctive GP59s on either end. Finally, the train gets permission to head through downtown Hazleton, where we will see it on some pseudo-street trackage near the Wyoming Street crossing. Next, we'll shoot over to Buttonwood Street as the train blasts up the hill on the south side of Hazleton, with the three SD40-2s providing all of the power and sand that they can use on their way up the hill. Back on RBMN rails, we will see the train again at McAdoo, Lofty, and East Mahanoy Junction. After a brief pause at Tamaqua for a recrew, we will catch them at three more locations between Tamaqua and Port Clinton. Much has changed on the Reading & Northern's main line in the past year or two. The jointed rail has given way to continuous welded rail, and many places, such as Zehners, sport new grade crossings. Despite these changes, the Reading & Northern remains a place where classic power can still be found getting the job done on heavy unit coal trains. Train stats: RBMN 3056 (SD40-2) RBMN 3058 (SD40-2) RBMN 3057 (SD40-2) RBMN 801 (SW8) RBMN 803 (SW8) RBMN 5014 (SD50) 49 loaded coal hoppers H98: NS 4606 (GP59) NS 4616 (GP59)
Views: 14655 sp8553
10 movies that show the power of Analytics
 
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Everyone loves a good plot. There are movies that have fascinated us with a deep focus on various aspects of data science, like mathematics, statistics, artificial intelligence, machine learning etc. Analytics India Magazine decided to compile a list of ten films that have left a mark on the global film industry and given a sneak peak into the world of analytics and data science. All movie clips are copyright of respective movie owners. This video is intended for merely educational purposes.
Indigenous Perspectives and Representations in the Media - panel discussion
 
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With Jennifer David, Jocelyn Formsma and Howard Adler (bios below). Moderated by Greg Macdougall. On Saturday Nov 17, 2012 at the Media Democracy Conference - http://organizingforjustice.ca - University of Ottawa, unceded Algonquin territory. Hosted by Organizing For Justice, and the Ottawa Working Group of the Media Co-op. Panel Description: A facilitated discussion on the intersection of Indigenous peoples and the media. What approaches do Indigenous media-makers adopt in doing their work? How well are mainstream and alternative media doing in considering and representing Indigenous perspectives to both Native and non-Native audiences? What work still needs to be done? Bios: Jocelyn Formsma is a member of the Moose Cree First Nation and currently lives in Ottawa, ON. Jocelyn has extensive experience in children's rights and youth engagement and has a Bachelor of Social Sciences in Public Administration. She is currently pursuing her law degree from the University of Ottawa and will graduate in 2015. She is a film maker and host of "The Circle", a radio show featuring Indigenous artists and issues, on CHUO the Ottawa U campus radio station. Jennifer David was born and raised in northern Ontario and is a member of Chapleau Cree First Nation. She has spent her career working in and supporting Aboriginal media in Canada, first at Television Northern Canada, then as APTN's first Director of Communications, then as a consultant with Debwe Communications. Jennifer has a degree in Journalism from Carleton University and currently runs her own First Nation management consulting company called Stonecircle. She recently self-published a book about the launch of APTN: "Original People, Original Television". Howard Adler is an award winning writer, and an artist that has worked in diverse mediums, including visual art, sound art, stained glass, theatre, dance, video editing, and film. In 2009 he won the Canadian Aboriginal Youth Writing Challenge (19-29 age category) with his video script "Johnny Seven Fires". He is currently the Co-Director of the Asinabka Festival, an Indigenous film and media arts festival that had its inaugural year in Ottawa in June 2012. Howard is Jewish and Anishinaabe and a member of Lac des Mille Lacs First Nation in North-western Ontario.
Views: 1870 org4jus
Douglas Talks About... The National Museum of the American Indian: Part 2
 
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This video is part two of the "Douglas Talks About... The National Museum of the American Indian" episode in a series of short films initiated by the Carleton Centre for Public History as part of the Douglas Cardinal Archive Project. The stories Douglas recounts are inspired by the documents and materials contained within the Douglas Cardinal Collection at Carleton University. Complete footage from the interview (conducted by Elizabeth Paradis on October 26, 2011) will be made available through the Carleton University Library, Archives and Research Collections. Check us out at dcardinalproject.tumblr.com
Views: 389 Cardinalproject
Highlights #SiSMexico2017
 
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Highlights and words from speakers at #SiSMexico2017
Views: 3112 Moveo Lab
Toyota Prius 2018 hybrid in-depth review | carwow Reviews
 
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This is the Toyota Prius. The model name has become a byword for eco-friendly cars - but is there more to it than just strong fuel economy figures? I find out in this full, in-depth review. Subscribe – http://www.youtube.com/c/Carwow?sub_c... Save – http://www.carwow.co.uk Facebook – http://www.facebook.com/carwowuk/ Insta – http://www.instagram.com/carwowcars Twitter – http://www.twitter.com/carwowuk Read our full Toyota Prius review – https://www.carwow.co.uk/Toyota/prius?utm_source=YouTube&utm_medium=description&utm_campaign=Make-Toyota-Model-prius-Type-review Toyota Prius infotainment and interior review – https://www.carwow.co.uk/Toyota/prius?utm_source=YouTube&utm_medium=description&utm_campaign=Make-Toyota-Model-prius-Type-infotainment#review-interior Toyota Prius practicality review – https://www.carwow.co.uk/Toyota/prius?utm_source=YouTube&utm_medium=description&utm_campaign=Make-Toyota-Model-prius-Type-practicality#review-interior Toyota Prius POV Test Drive – https://youtu.be/Ilqr2oSRpZ8 See the best Toyota Prius deals – https://www.carwow.co.uk/Toyota/prius/deals?utm_source=YouTube&utm_medium=description&utm_campaign=Make-Toyota-Model-prius-Type-deal Awkward haggling is a thing of the past with carwow. Choose your perfect car with our configurator tool and let the country’s best dealers compete over you. Compare the five best offers by price, location and dealer ratings and choose the one that’s right for you – no hassle, no haggling, just a great deal. Visit our site to save money on your new car – https://www.carwow.co.uk/
Views: 646402 carwow
Diesel Jeep Wrangler: Jeep's Forbidden Fruit takes on the Gold Mine Hill
 
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( http://www.TFLtruck.com ) We finally drive a Diesel Jeep Wrangler in the United States! How does 376 lb-ft of torque sound? We take it on the muddy and snowy Gold Mine Hill! This is a Wrangler customized by Bawarrion (ORZ California) company. ( http://www.patreon.com/tflcar ) Please visit to support TFLcar & TFLtruck. Check us out on: Facebook: ( https://www.facebook.com/tfltruck ) Twitter: ( https://www.twitter.com/tfltruck ) and now even Truck Videos on YouTube at: The Fast Lane Truck ( http://www.youtube.com/user/tflcar ) and classic cars as well at: TFLClassics ( http://www.youtube.com/user/ClassicsUnleashed )
Views: 136607 The Fast Lane Truck
Aboriginal Title and Provincial Regulation: The Impact of Tsilhqot'in Nation v BC
 
01:59:08
In partnership with the Centre for Global Studies and the POLIS Project on Ecological Governance, UVic Law presents this two-hour panel discussion and Continuing Legal Education (CLE) course on this case of national significance. Panelists include: Jay Nelson (General Counsel to the Tsilhqot'in Nation, Associate Counsel at Woodward & Company), Krista Robertson (Lawyer at JFK Law Corporation with expertise in Aboriginal Rights Law) and Dr. John Borrows (Canada Research Chair in Indigenous Law at the University of Victoria).
Views: 6698 UVic Law
England Vs West Indies 3rd Test : James Anderson Speech after taking 7 Wickets against West Indies
 
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England Vs West Indies 3rd Test : James Anderson Speech after taking 7 Wickets against West Indies Playing a Test at Lord's is always special. My family and friends have been here, and to share the moment with guys I have played 100 Tests with is extra special. I didn't think I would play nearly as much as I have. The team has been enjoyable one to play with. To get a series win like this makes it extra bit special. It did (bowling from the end he doesn't normally bowl at Lord's). There was no swing today, so we used the slope. Tried to create pressure and got rewards for it. Not surprised (with my fitness this summer). I work hard on it. Injuries will happen with age. Thankfully not many to contend with. Gibson will be a huge loss. He's been fantastic to work with and has got a great cricket brain. Has got so much knowledge that he tries to pass on. I'm myself the most aggrieved at the moment. Wish him all the best for the future.
Views: 55 Ciko News
OISE presents Jackson Lecture on First Nations' Education - April 18, 2013
 
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Guest Speakers: National Chief Shawn Atleo, Assembly of First Nations in Canada and Rt. Hon. Paul Martin, Former Prime Minister of Canada Moderated by: Dr. Julia O'Sullivan, Professor and Dean, OISE Introductions by: Dr. Suzanne Stewart, Special Advisor to the Dean on Aboriginal Education, OISE
10 biggest land vehicles in the world ever built
 
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Ever wondered to what lengths humans will go to munch up the Earth and transport bits of it from one place to the next? These are our greatest instruments. Jalopnik readers found the most massive land vehicles ever built, largely made for mining and the occasional war. google plus: https://plus.google.com/u/0/118133360309335849818
Inside the NSA: An Evening with General Michael Hayden
 
01:13:37
After the attacks, at the request of the White House, Hayden intensified and expanded NSA wiretapping operations of various communications between Americans and terrorist suspects abroad in hopes of detecting and preventing another terrorist attack. These initial efforts were executed without a court order and after being revealed by The New York Times, were subsequently placed under judicial review. Over time, the NSA’s efforts grew into the multidimensional programs exposed by Edward Snowden, including the collection and storage of phone and email metadata covering billions of calls and messages between American citizens. In conversation with Amy Zegart, General Hayden provides an insider’s account about the origins and development of the NSA programs. He discusses the directives and mechanisms to control them, and the disagreements within the Bush administration about the extent of the wiretapping. He offers his views on the justification, legal status, scale, and effectiveness of the NSA monitoring.
Views: 21066 Stanford
JSGS Public Lecture~Saskatchewan First Nations and the Province's Resource Future
 
01:32:00
Presented by Chief Bellegarde, Chief of the Federation of Saskatchewan Indian Nations Saskatchewan is in the middle of an unprecedented resource boom. With oil and gas in the south, potash in central Saskatchewan and uranium in the North, along with promising mineral plays in various locations,Saskatchewan's economy is growing rapidly. First Nations are determined to benefit from the boom, as Treaty Peoples with strong ties to the land and with promises from government that we will benefit from development. With duty to consult and accommodate requirements in place, Saskatchewan First Nations have become national leaders in working out appropriate collaboration and impact and benefit agreements with companies and governments. Much more can be done. More First Nations can be employed on the resource projects. Greater care can be taken to protect our traditional lands and protect our people from harm. There are important business opportunities for First Nations companies that remain to be developed. First Nations will not stand in the way of properly managed development that is based on consultations and agreements with our communities, but nor will First Nations agree to open-ended development strategies that do not return a fair share of the benefits from resource development with the Saskatchewan First Nations.
Views: 1304 jsgspp
Watch: Vice President of Zimbabwe calls on President Kovind
 
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Vice President of Zimbabwe (Retd) General Constantino Chiwenga met President Ram Nath Kovind in Rashtrapati Bhavan on Friday. The President Kovind said that India-Zimbabwe bilateral trade of US $ 170 million is way below potential. We need to work together to strengthen our trade and economic relations. He was happy to note the Government of Zimbabwe’s policy to make its economy investor-friendly. He said India is appreciative of Zimbabwe’s recent endeavours.
Views: 243 The Times of India
Gender Pay Gap broadening under Coalition
 
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The Liberal Government has done nothing about the gender pay gap, now nationally at 17.1%. In my home state of Western Australia the wage gap between men and women is a massive 26.1%. Will the new Minister for Employment and Minister for Women Senator Michaelia Cash, also from Western Australia, commit to do something about the gender wage gap or will she continue to wage a war against vulnerable low income workers? "Penalty rates are an essential means of building fairness in our economy, keeping many of Australia's lowest paid workers from falling into deeper poverty, and should not be tampered with. It is vital that Australia's penalty rates system be maintained as an essential buffer against poverty, relied on by people who are battling to make ends meet. Those who rely on penalty rates to meet their household expenditure are far more likely to be single parents,women in receipt of a household income less that $30,000 and living on the edges of our cities or in regional Australia. You do not fix unemployment by penalising people in low-paid and insecure work" Dr John Falzon, CEO St Vincent de Paul Society Australia
Views: 52 Senator Sue Lines
James Marshall | The 3 Pillars of Seductive Success | Full Length HD
 
01:26:04
Subscribe Now : http://t21c.com/12YTr3X Join the VIP List and get exclusive "Five Principles" content here: http://t21c.com/21ctnl Early Access : http://the21convention.com/21u Get Coaching : http://the21convention.com/coaching This is a talk on how to engineer an attractive lifestyle that draws people into your life. You will learn the three pillars of natural seduction and the principles behind what works consistently, so that you can form deep connections and be successful with women. In this presentation you will also learn: - How to get over your ‘approach anxiety’ and never run out of things to say - Why and how you should let women teach you how to seduce them - How to have charisma and create an emotional impact around people About the speaker : Before founding the Natural Lifestyles, James had a very colourful career in an amazing variety of areas. His different vocations and passions have given him a unique set of skills directly applicable to seduction and modern romance. From touring the country in his band (playing everything from huge festivals to a private performance for the Rebel Motorcycle gang), running his own successful massage business, to studying martial arts at Shaolin temple and representing Australia in Kung Fu; James has always pushed himself to explore his ultimate potential in whatever he pursues. Women are naturally attracted to men who follow their dreams, so along the way he has developed great proficiency with them. Applying the discipline and intensity of a martial artist, the sensitivity of a masseur and the artistic passion of a musician to this pursuit; he has dated many incredible women and learned a great deal by observing and listening to them. As a coach James is an astute listener and is able to read between the lines to get straight to the heart of his clients issues. He has an deep knowledge of body language and conversational patterns, which allow him to transfer immediately useful practical advice to his clients. His style infield is relaxed and charming and he is particularly good at helping clients get into deep rapport with the women they meet and setting them up on the path to successful relationships. James brings a wealth of life experience, innovation, empathy and humour to the Natural and is committed to seeing other men making the absolute most of their time on this planet. Visit James at http://www.thenaturallifestyles.com/21 Like 21 Studios on Facebook: https://fb.com/the21convention Follow 21 Studios on Twitter: https://twitter.com/21Convention Follow 21C on Instagram: https://instagram.com/21convention Follow 21 Studios on Vidme: https://vid.me/21studios Support 21 Studios on Patreon: https://patreon.com/21s Follow 21 Studios on G+: https://plus.google.com/+21s/ Subscribe to our CEO on Minds: https://minds.com/beachmuscles Follow our CEO on Twitter: https://twitter.com/beachmuscles Follow our CEO on Instagram: https://instagram.com/beachmuscles65 Like our CEO on Facebook: https://fb.com/beachmuscles65
Views: 359026 21 Studios

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