• Page Rank Algorithm

    What is Page Rank Algorithm? Initial Rank Rank Updation Disconnected Components and Dangling Nodes I generally love reading famous algorithms and the work done by others as they set the platform for the new ideas. I was recently reading about the page rank algorithm which is the base for the...

  • Multi-Head Self Attention in NLP

    Self Attention Multi-Head Self Attention Positional Embeddings In this blog, we will be discussing a recent research done by the Google Team bringing state of art results in the area of natural language processing. Till now, we have widely been using LSTMs and GRUs for the sequential data as they...

  • Reinforcement Learning : Actor-Critic Networks

    A3C Algorithm In the previous blog, we dived into the basic implementation of a deep Q-Learning Neural Network. It was a Policy-based duel- network which was used to learn the thief-police-gold game. Now, I have all of a sudden introduced two terms here, Policy-Based, Duel-Network. Policy-based methods are those which...

  • Reinforcement Learning : Deep Q Networks

    In the previous two blogs, I went through the basics of Q-learning, building a simple RL Agent using q-table and creating a custom environment for our own use case. But as we keep making the environment bigger and complex, the q-table becomes bigger in size and this causes a scaling...

  • Reinforcement Learning : Creating a Custom Environment

    In the previous blog, I had gone through the training of an agent for a mountain car environment provided by gym library. But what if we need the training for an environment which is not in gym. Sometimes we will need to create our own environments. This blog is all...

  • Reinforcement Learning : Q Learning made Simple

    Recently, I started studying Reinforcement Learning and was fascinated by the potential it possesses. In this blog, we will have a quick discussion over the terms, Q-Learning and OpenAI gym library. Finally, we will be implementing a simple Q-Learning application on one of the gym environments. Let us start with...

  • Deploying a ML Model in Django

    While the trend in machine learning has grown so much nowadays, most of the data scientists are busy creating and training various machine learning models to solve different kinds of problems. How about having a nice web interface where we can deploy our model to visualise the task we have...

  • Visual Question Answering in Deep Learning

    As research in machine learning has advanced so far and so has this blog 😃, we will be discussing the topic of visual question answering in this blog. As the name suggests, we will be given an image as the knowledge domain and a text-based question will be asked. Based...