rlkit – Reinforcement learning framework and algorithms implemented in #PyTorch

https://github.com/vitchyr/rlkit

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videos of #NeurIPS2018 invited talks: https://videos.videoken.com/index.php/videoscategory/neurips-2018/ … videos of more sessions here: https://www.facebook.com/pg/nipsfoundation/videos

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How to Clone a Partition or Hard drive in #Linux https://www.tecmint.com/clone-linux-partitions/

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Interested in research on the interface of #evolution, systems and molecular #biology, #mathematics, and #statistics? Apply now to join the Evolutionary Dynamics lab IGCiencia as a postdoc, programmer, or PhD student! https://evoldynamics.org/positions Please spread the word!

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share white paper on Dopamine, #RL framework. got lots of positive feedback at #NeurIPS2018 ,

https://arxiv.org/abs/1812.06110 https://github.com/google/dopamine

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#Programming
👇 It is a painful thing, to look at your own trouble and know that you yourself and no one else has made it. ~Sophocles Debugging #software includes:
👉Control flow analysis
👉Unit | integration testing
👉Log file analysis
👉Monitoring
👉Memory dumps
👉Profiling

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3 reasons why #Coding (specifically, #Python) Should Become Your Official Corporate Language:

1)Teaches to think and solve problems.

2)Teaches the principles of Open-Source.

3)Teaches to work collaboratively.

https://bit.ly/2z3Qp2A #abdsc #DataScience #DataScientists
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Copying an element from a photo and pasting it into a painting. Main idea is a modification of the VGG style transfer technique. Fun results.

Paper:
https://arxiv.org/pdf/1804.03189v3.pdf
Code:
https://github.com/luanfujun/deep-painterly-harmonization

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The Netflix Data War

https://simplystatistics.org/2018/12/19/the-netflix-data-war/

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The Relationship Between #MachineLearning and #AI

- Machine Learning exists without AI
- AI exists without Machine Learning
- New AI embeds Machine Learning
- Machine Learning rarely uses AI You

got all that? 🤓

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Why are freshers not getting a job? 🤷‍♂️🤷‍♀️

I have tried to list down the top 3 reasons, as per my understanding. Would love to know as to how you would rank each one of them, in order of seriousness.

Example: If you find B to be the biggest reason, followed by A and C, your answer should be "BAC".

Also, if you find a reason deserving a place in the top 3, do mention the same.

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Which #MachineLearning #Algorithm To Choose For My Problem ? 👇 Linear Regression? Decision Tree? Random Forest? Boosting? SVM? #NeuralNetworks? K-Means? or OC-SVM?
👉https://buff.ly/2qNEge1

#AI #DeepLearning #BigData #DataScience

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10 Exciting Ideas of 2018 in NLP

A collection of 10 exciting and impactful ideas in 2018, by Sebastian Ruder: https://lnkd.in/ebb2Qix

#artificialinteligence #deeplearning #machinelearning #NLP #unsupervisedlearning


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Randy Lao:

When you want to explain something use Statistics.

When you want to predict something use Machine Learning.

#datascience #machinelearning

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#Deep Reinforcement Learning (John Schulman, OpenAI)

#RL


https://medium.com/@SeoJaeDuk/archived-post-deep-reinforcement-learning-john-schulman-openai-b6f8141f475c

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Deep RL Bootcamp

By Pieter Abbeel, Rocky Duan, Peter Chen, Andrej Karpathy et al.: https://lnkd.in/edFXgDP

#ArtificialIntelligence #DeepLearning #MachineLearning #NeuralNetworks #ReinforcementLearning


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Tell Your Kids … Learn Python (and JavaScript), Use a R-PI, And Fire Up Linux

https://medium.com/asecuritysite-when-bob-met-alice/tell-your-kids-learn-python-and-javascript-use-a-r-pi-and-fire-up-linux-1ca2e44d17f

#python

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Top Python Libraries, by GitHub Stars and Contributors. Shape size is proportional to number of commits.

#python

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here are several machine learning algorithms industry has in place.

Here is a simple #MachineLearning #Algorithm Matrix organized by Type, Class, Restriction Bias and Preference Bias.

#artificialintelligence #matrix #deeplearning

Source: https://lnkd.in/dHGCjh8

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Deep Paper Gestalt

"Experimental results show that our classifier can safely reject 50% of the bad papers while wrongly reject only 0.4% of the good papers, and thus dramatically reduce the workload of the reviewers."

GitHub: https://lnkd.in/epwDePX

#artificialinteligence #deeplearning #machinelearning

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Super cool news from Zalando Research. The new version 0.4 of flair, a very simple framework for state-of-the-art NLP, includes BERT, ELMo, Flair word embeddings and also many pre-trained multilingual models. Now it's even easier to do named entity recognition, part-of-speech tagging etc with state of the art models. Check it out!
#deeplearning #machinelearning #NLP

Github: https://lnkd.in/d5B42ac


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