This is the perfect moment to start learning something new, and why not start with AI?
I know the pandemic is keeping everyone at home, home working is becoming the new normal for many of us, and it is hard to find good presential training these days, but it does not mean that you need to stop learning!
I would say that this is the perfect moment to start learning something new, and why not start with Data Science? Read More
Tag Archives: Training
Tasks, stability, architecture, and compute:Training more effective learned optimizers,and using them to train themselves
Much as replacing hand-designed features with learned functions has revolutionized how we solve perceptual tasks, we believe learned algorithms will transform how we train models. In this work we focus on general-purpose learned optimizers capable of training a wide variety of problems with no user-specified hyperparameters. We introduce a new, neural network parameterized, hierarchical optimizer with access to additional features such as validation loss to enable automatic regularization. Most learned optimizers have been trained on only a single task, or a small number of tasks. We train our optimizers on thousands of tasks, making use of orders of magnitude more compute, resulting in optimizers that generalize better to unseen tasks. The learned optimizers not only perform well, but learn behaviors that are distinct from existing first order optimizers. For instance, they generate update steps that have implicit regularization and adapt as the problem hyperparameters (e.g. batch size) or architecture (e.g. neural network width) change. Finally,these learned optimizers show evidence of being useful for out of distribution tasks such as training themselves from scratch. Read More
Top 10 Reinforcement Learning Courses & Certifications in 2020
Reinforcement Learning is one of the most in demand research topics whose popularity is only growing day by day. Reinforcement learning (RL) translates to learning by interacting from the surrounding environment. An RL expert learns from experience, rather than being explicitly taught, which is essentially trial and error learning. To understand RL, Analytics Insight compiles the Top 10 Reinforcement Learning Courses and Certifications in 2020. Read More
Machine Learning Courses
A thoughtful user on Github has put together a tremendous list of courses for AI and machine learning. He covers everything from introductory to advanced lectures. Read More
Deepfakes Are Becoming the Hot New Corporate Training Tool
This month, advertising giant WPP will send unusual corporate training videos to tens of thousands of employees worldwide. A presenter will speak in the recipient’s language and address them by name, while explaining some basic concepts in artificial intelligence. The videos themselves will be powerful demonstrations of what AI can do: The face, and the words it speaks, will be synthesized by software.
WPP doesn’t bill them as such, but its synthetic training videos might be called deepfakes, a loose term applied to images or videos generated using AI that look real. Read More
Top 10 Courses to Learn AI, Machine Learning and Deep Learning
Supervised, semi-supervised or unsupervised deep learning is part of a broader family of machine learning methods, that teach you the basics of neural networks. Learn from the Top 10 Deep Learning Courses curated exclusively by Analytics Insight and build your deep learning models with Python and NumPy. Read More
Sharing: Take “AI for Everyone” Course Or Not? — A Course By deeplearning.ai
Great overview by Sik-Ho Tsang. Totally agree!
Recently, I’ve just taken the course shown as above, an AI non-technical introductory course, “AI for Everyone”, taught by Prof. Andrew Ng, deeplearning.ai, through Coursera. I am not advertising it, or talk about the course content in details. Rather, I would like to tell my sharings about it. Here’s the link: https://www.coursera.org/learn/ai-for-everyone/. Read More
Royal Dutch Shell reskills workers in artificial intelligence as part of huge energy transition
- Royal Dutch Shell is collaborating with Udacity to digitally train its workers in artificial intelligence.
- This began long before the coronavirus pandemic and the company continues to use this training method.
- The digital workforce skilling platform may become the training method of choice for a growing number of companies who need to keep employees up to speed in the weeks and months ahead.
Hand labeling is the past. The future is #NoLabel AI
Data labeling is so hot right now… but could this rapidly emerging market face disruption from a small team at Stanford and the Snorkel open source project, which enables highly efficient programmatic labeling that is 10 to 1,000x as efficient as hand labeling? Read More
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