Data Visualization

Reinforcement learning has gained valuable popularity with the relatively recent success of DeepMind's AlphaGo method to beat the world champion Go player. The AlphaGo method was educated in part by reinforcement learning on deep neural networks. This style of learning is a distinct feature of machine learning from the classical supervised and unsupervised paradigms. In reinforcement learning, the network responds to environmental data (called the state) using deep neural networks and influences the behavior of an agent to try to optimize a reward. This technique helps a network to learn how to play sports, such as Atari or other video games, or some other challenge that can be rewritten as a form of the game. In this tutorial, a common model of reinforcement learning, I will introduce the broad principles of Q learning, and I will demonstrate how to incorporate deep Q learning in TensorFlow. Introduction to reinforcement learning As mentioned above, reinforcement learning consis

Five Cool Python Libraries for Data Science

May 01, 2020

Check out these 5 cool Python libraries that the author has come across during an NLP project, and which have made their life easier. Python is a best friend for the majority of the Data Scientists. Libraries make their life simpler. I have come across five cool Python libraries while working on my NLP project. This helped me a lot and I would like to share the same in this article. 1. Numerizer Amazing library to convert text numerics into int and float. Useful library for NLP projects. For more details, please check PyPI and this Github repo . Installation !pip install numerizer Example #importing numerize library from numerizer import numerize#examplesprint(numerize(‘Eight fifty million’)) print(numerize(‘one two three’)) print(numerize(‘Fifteen hundred’)) print(numerize(‘Three hundred and Forty five’)) print(numerize(‘Six and one quarter’)) print(numerize(‘Jack is having fifty million’)) print(numerize(‘Three hundred billion’)) Output 2. Missingo It is widespr

All basic Cheatsheets of Artificial Intelligence, Machine learning, Deep Learning, Natural Language Processing, etc.

August 09, 2020

I enjoy reading and spending time browsing Medium and writing in it. I use it as my blog, as my go-to source for exciting news, opinions, idea center, topic reading, a lot. But writing and sharing information and getting around in Artificial Intelligence is not necessarily very easy. Using Artificial Intelligence, Machine learning, Deep Learning, Natural Language Processing and other buzzing words effectively can be a little complex as it keeps changing itself. Fortunately, Blogs gave us a lot of information on all the aspects and Cheatsheets plays a very vital role in the field of learning and memorizing things. They have excellent tips and tricks and “how-to” articles but they are all over the place. I spent one month putting together all cheat sheets for Artificial Intelligence, Machine learning, Deep Learning, Natural Language Processing all together to work effectively and get to know every useful information . Feel free to use it, critique it, recommend, add to it, etc. The che

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Machine Learning