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ML2Vec
A Machine Learning blog that explores models, algorithms and datasets from different domains. Written by Ravish Chawla.
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Learning Insincerity of Quora Questions using LSTM Networks
Learning Insincerity of Quora Questions using LSTM Networks
In this project, I do a beginning-to-end exploration of a dataset from Quora, from data preprocessing to training a Self Attention Network.
Ravish Chawla
Mar 26, 2020
Training Dual Reinforcement Learning Agents to learn to play Tennis
Training Dual Reinforcement Learning Agents to learn to play Tennis
In the previous post on Reinforcement Learning, I went over Value based methods for learning an environment’s actions. In this follow up…
Ravish Chawla
Dec 6, 2019
Reinforcement Deep Q Learning for playing a game in Unity
Reinforcement Deep Q Learning for playing a game in Unity
In this project, we will explore Value Based methods for Reinforcement learning, with Deep Q Learning to learn to play a simple game. We…
Ravish Chawla
Sep 27, 2019
Using Regression modeling to predict purchasing habits at Starbucks
Using Regression modeling to predict purchasing habits at Starbucks
In this post, I will analyze the Starbucks Dataset using the CRISP-DM Process. I will aim to answer a few business questions, by exploring…
Ravish Chawla
Jun 24, 2019
Data Analysis on the AirBnb Dataset
Data Analysis on the AirBnb Dataset
In this post, I will be analyzing the AirBnB Dataset using visualizations and learning models, using the CRISP-DM process.
Ravish Chawla
Feb 25, 2019
Tuning a LSTM to reduce variance on a Yelp Dataset for Sentiment Classification
Tuning a LSTM to reduce variance on a Yelp Dataset for Sentiment Classification
In this post, we will be training a LSTM (Long-Short-Term-Network), which is a type of RNN to classify text data from Yelp reviews. During…
Ravish Chawla
Jun 27, 2018
Intro to PyTorch with image classification on a Fashion clothes dataset
Intro to PyTorch with image classification on a Fashion clothes dataset
In this post, I want to introduce one of the popular Deep Learning frameworks, PyTorch, by implementing a simple example of a Convolutional…
Ravish Chawla
May 1, 2018
Data Transformation and Visualization on the Youtube dataset using Spark
Data Transformation and Visualization on the Youtube dataset using Spark
Spark is an Open Source project for data processing, built to make iterative Map Reduce operations faster. Hadoop, although very popular…
Ravish Chawla
Apr 17, 2018
Cleaning Data for Machine Learning
Cleaning Data for Machine Learning
One of the first things that most data engineers have to do before training a model is to clean their data. This is an extremely important…
Ravish Chawla
Nov 9, 2017
Using Word2Vec to analyze Reddit Comments
Using Word2Vec to analyze Reddit Comments
In this post, I am going to go over Word2Vec. I will talk about some background of what the algorithm is, and how it can be used to…
Ravish Chawla
Sep 12, 2017
Overview of Conditional Random Fields
Overview of Conditional Random Fields
Conditional Random Fields are a discriminative model, used for predicting sequences. They use contextual information from previous labels…
Ravish Chawla
Aug 7, 2017
Topic Modeling with LDA and NMF on the ABC News Headlines dataset
Topic Modeling with LDA and NMF on the ABC News Headlines dataset
Topic Modeling is an unsupervised learning approach to clustering documents, to discover topics based on their contents. It is very similar…
Ravish Chawla
Jul 29, 2017
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