Syed Nafis Ishrak's Projects
š Papers & tech blogs by companies sharing their work on data science & machine learning in production.
An interactive game where the user is asked to guess all 64 districts of Bangladesh from the map. At the end of the game, a csv file is created which shows all the districts that the user needs to learn
Deep Learning Specialization by Andrew Ng on Coursera.
Deep Learning Examples
Lists of company wise questions available on leetcode premium. Every csv file in the companies directory corresponds to a list of questions on leetcode for a specific company based on the leetcode company tags. Updated as of May, 2022.
Machine Learning From Scratch. Bare bones Python implementations of Machine Learning models and algorithms with a focus on transparency and accessibility. Aims to cover everything from Data Mining to Deep Learning.
Config files for my GitHub profile.
Python Data Science Handbook: full text in Jupyter Notebooks
š¾ A library of state-of-the-art pretrained models for Natural Language Processing (NLP)
List of companies in the S&P 500 together with associated financials
SafeTweet uses ML to classify text into 6 categories of cyberbullying. Preprocessing, wordclouds, bar plots, and several models including linear SVC were implemented. The model achieved 82% accuracy, and the project's insights could inform intervention and policy measures to prevent cyberbullying on social media platforms
Sustainalytics uses RoBERTa model for sentiment analysis on S&P 500 companies' ESG news headlines. Linear regression generates reputation graph. Offers insights for investment decisions and sustainability efforts. Implements Python, Numpy, Pandas, Seaborn, Matplotlib, Transformers, PyTorch, and Plotly libraries.
A powerful financial data module used for pulling data from Yahoo Finance. This module can pull fundamental and technical data for stocks, indexes, currencies, cryptos, ETFs, Mutual Funds, U.S. Treasuries, and commodity futures.