Name: Ankit Kumar Saini
Type: User
Company: https://plaksha.org/techleaders/
Bio: A self-motivated learner with a genuine interest in applying machine learning algorithms to real-world problems
Location: Gurugram, Haryana, India
Blog: https://www.linkedin.com/in/ankit-kumar-saini/
Ankit Kumar Saini's Projects
Programming assignments to demonstrate the Applications of Data Science. These were completed as part of the Plaksha Tech Leaders Fellowship program.
Implementation of Logistic Regression, MLP, CNN, RNN & LSTM from scratch in python. Training of deep learning models for image classification, object detection, and sequence processing (including transformers implementation) in TensorFlow.
Implementation of state-of-the-art NLP models using transformers for tasks including machine translation, text-summarization, chatbots, and question answering.
Used the Functional API to built custom layers and non-sequential model types in TensorFlow, performed object detection, image segmentation, and interpretation of convolutions. Used generative deep learning including Auto Encoding, VAEs, and GANs to create new content.
Data analysis & visualization of "2020 Kaggle Machine Learning & Data Science Survey" to highlight the tools and best practices used by the Data Science Practitioners along with a blog post on Medium.
End-to-end machine learning pipeline to classify disaster messages into 36 categories and a web app to deploy the trained model.
End-to-end deep learning pipeline to classify images of dogs and humans to determine what breed the human or dog most resembles
Programming assignments covering fundamentals of machine learning and deep learning. These were completed as part of the Plaksha Tech Leaders Fellowship program.