Kevin's Projects
ASR using CNNs and RNNs in PyTorch with the Connectionist Temporal Classification (CTC) algorithm
Autonomous Agent written using LangChain, OpenAI, and RAG
Code written while going through https://cdkworkshop.com/ - to build stacks, deploy an app on Lambda using DynamoDB, and write a CI/CD pipeline with CodePipeline
Solutions to the codesignal arcade problems
Conversational bot akin to ChatGPT made with LangChain, with OpenAI and HuggingFace Hub for LLMs
Lab assignments for Introduction to Data-Centric AI, MIT IAP 2024 š©š½āš»
Misc. Data Science projects I work on during my job hunt
Some basic data analysis on the data for electoral bonds released by the ECI
Solutions to problems from https://www.techinterviewhandbook.org/grind75 and other problems listed on the tech interview handbook. (Leetcode problems)
Config files for my GitHub profile.
Portfolio
Implementing basic stuff like LLMs and Prompting in LangChain
A simple langchain QnA pipeline trained on any local text using Sentence Transformers and OpenAI
Leetcode problems from the Grind75 set (https://www.techinterviewhandbook.org/grind75)
Llama 2 (7B) finetuned on 50k instruction-tuning data produced with GPT4
Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.
Basic language model(s)
Small autograd engine
Miscellaneous data science projects and notebooks
ML and data analysis algorithm implementations (mostly) from scratch
Various music recommender algorithms
A small GPT inspired by nanoGPT from Andrej Karpathy
Structured state space for sequence modeling (S4)
A project using standard ML algorithms used to address unbalanced datasets for classification
Classification of gender in voice recordings using Torchaudio