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awesome-system-design-resources

Learn System Design concepts and prepare for interviews using free resources.

aws-bootcamp

A Graduate Level Three Week Bootcamp on AWS

causal-analysis-instrumental-variables

data-science-101

Python -- NumPy -- Pandas -- Machine Learning -- Deep Learning

data-science-102

Includes Different Problem Use cases such as Text Analysis, Scraping Data, APIs, Sentiment Analysis

dbt-cloud-demo

Testing out dbt-cloud trial.

deep-learning-papers-reading-roadmap

Deep Learning papers reading roadmap for anyone who are eager to learn this amazing tech!

docs.getdbt.com

The code behind docs.getdbt.com

google_cloud_ai_quest_notebooks

Some handy Notebooks with both Tensorflow code as well as useful bash commands to perform various tasks on Google Vertex AI or AI Platform

lbl2vec

Lbl2Vec learns jointly embedded label, document and word vectors to retrieve documents with predefined topics from an unlabeled document corpus.

linear_optimization_using_gurobi_cvxopt

This repository is to store different Linear Optimization Problems using Gurobi Optimizer and CVXOPT in Python

loan-credit-risk-classification-rf-xgboost

Using techniques to handle Imbalanced Classification for the purpose of predicting home loan default risk,

market-basket-analysis-apriori-fpgrowth

Association Rule Mining Using Apriori and FPGrowth Algorithm. Calculating Support, Confidence, Lift, and Frequent sets

my-one-stop-sql-shop

Solved SQL Problems

pandas_all_you_need

Daily Dose of Pandas Tips and Tricks

pandas_handson

Practice your pandas skills!

pdf-file-text-extraction-in-python

In this repository, we have explored different ways of extracting text from PDF files using different packages like PyPDF2, pdfminer.six

pyspark_projects

This repo stores data wrangling notebooks using PySpark Dataframes and usage of PySpark SQL API.

transformers-for-nlp-2nd-edition

Transformer models from BERT to GPT-4, environments from Hugging Face to OpenAI. Fine-tuning, training, and prompt engineering examples. A bonus section with ChatGPT, GPT-3.5-turbo, GPT-4, and DALL-E including jump starting GPT-4, speech-to-text, text-to-speech, text to image generation with DALL-E and more

venmo-text-analytics

Text Analytics on Venmo Transactions Data

venmotransactions

Text analytics, social network analytics, and user spending profile analytics

web-scraping-beautifulsoup-selenium-scrapy

In this repo, I explore different ways of obtaining data across third party data sources, cleaning and storing them for analytical processing. I also illustrate the different challenges and complexities of web scraping (having decent wait time, handling popups and exceptions) and nuances of handling them so that there is no adverse impact to the website servers.

zillow-web-scraping-api

This project aims to provide a user a list of rental listings that are customized on basis of distance (proximity), price and other factors. The data is sourced by Web Scraping the Zillow Website. Further Customization are based on Google's Geolocation APIs to calculate distance and another API to find the address corresponding to a Zip Code.