Exploring Low-Rank Adaptation (LoRA) from scratchI've been exploring LoRA and was seeking a straightforward implementation example. Many resources I've found focus on training large models and often utilize PEFT and the loralib package, as well as some basic implementations using CNNs or ANNs as ou...Apr 24, 2024·8 min read
My Machine Learning resourcesMachine Learning Concepts. Decision Theory / Risk Estimation Machine Learning #09 Statistical Decision Theory: Regression OLS Assumptions 7 Classical Assumptions of Ordinary Least Squares (OLS) Linear Regression - Statistics By Jim The Gauss-Markov T...Sep 10, 2023·2 min read
Building Your Own Personal Assistant With ChatGPTIf you've ever used Siri, Alexa, or Google Assistant, you know how powerful and convenient having a personal assistant can be. What if you could build your own personal assistant, tailored to your specific needs? Thanks to the power of OpenAI's ChatG...Feb 18, 2023·3 min read
Hudson and Thames mlfinlab stuffDockerfile FROM python:3.8-slim-buster RUN apt update && apt install git -y RUN apt install -y build-essential g++ libgl1-mesa-glx libx11-6 cmake protobuf-compiler -y RUN python -m pip install jupyter cvxpy RUN git clone https://github.com/rushic24/...Sep 29, 2022·1 min read
Apache Hadoop Stack: MapReduce, Pig, Spark, HiveApache Hadoop Stack: MapReduce, Pig, Spark, Hive 1. HDFS CLI: load input data list all directories hadoop fs -ls make a new directory to store movie data hadoop fs -mkdir movieData copy data file from local to hdfs hadoop fs -copyFromLocal u.data mov...Jun 19, 2022·6 min read
Collaborative Filtering on Amazon Products With PySparkGoals Recommend top 5 products for an user: RMSE = 1.22 Data set description This is a list of over 34,000 consumer reviews for Amazon products like the Kindle, Fire TV Stick, and more provided by Datafiniti's Product Database. The dataset includes ...Jun 19, 2022·4 min read
Golden Hour of Publishing CommentsHacker News is a site similar to Reddit where user-submitted stories (known as "posts") are voted on and commented on. In the tech and startup worlds, Hacker News is immensely popular, and pieces that reach the top of the site's listings can get hund...Jun 19, 2022·8 min read
