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120-data-science-interview-questions

Answers to 120 commonly asked data science interview questions.

120-ds-interview-questions

My Answer to 120 Data Science Interview Questions

30daysofcode_hackerrank

Hackerrank provides a lot of interviewing questions that could help to prepare for the coding interviews.

aas

Code to accompany Advanced Analytics with Spark from O'Reilly Media

alexa-course-custom-skill

Files and Source Code related to Alexa Custom Skill Development - on Building a Rad Personal Assistant

amazon-ai-building-better-bots

Code samples related to Building Better Bots published on the AI Blog

ampl-cplex-optimization-solver

Modeled a system with task scheduling problem as a max-sat problem and translated it into the integer linear programming (ILP) problem. Used the optimization solvers (CPLEX, Gurobi, Xpress) to solve the problem.

ampl-early-version

ampl-cplex

analytics_pipeline

Code to build a simple analytics data pipeline with Python

annotated_deep_learning_paper_implementations

🧑‍🏫 Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit), optimizers (adam, radam, adabelief), gans(dcgan, cyclegan, stylegan2), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, etc. 🧠

apache-spark-2.0-with-scala-hands-on-with-big-data

awesome-interpretable-machine-learning

awesome-machine-learning

A curated list of awesome Machine Learning frameworks, libraries and software.

awesome-semantic-segmentation

awesome-semantic-segmentation

aws-ai-qna-bot

Code samples related to "Creating a Question and Answer Bot with Amazon Lex and Amazon Alexa", published on the AWS AI Blog. QnABot (pronounced “Q and A Bot”), uses Amazon Lex and Amazon Alexa to provide a conversational interface to your “Questions and Answers”, so users can just ask their questions and get quick and relevant answers.

aws-lex-web-ui

Sample Amazon Lex chat bot web interface

aws-mobile-chatbot-vehicle

AWS Lambda function for validating and fulfilling user input for Amazon Lex VehicleValue Chatbot

awsome-deep-learning-for-video-analysis

Papers, code and datasets about deep learning and multi-modal learning for video analysis

basic_reinforcement_learning

An introductory series to Reinforcement Learning (RL) with comprehensive step-by-step tutorials.

beam-example

Apache Beam example

bellkoralgorithm

A Python implementation of the Bellkor Algorithm

bias-variance-tradeoff

Sandbox for generating visualizations of the bias-variance tradeoff for Machine Learning at Berkeley's blog.

booksim2

BookSim 2.0

carnd-behavioral-cloning

Deep neural network used to clone human driving behavior for end-to-end autonomous driving

carnd-tensorflow-lab

TensorFlow Lab for Self-Driving Car ND

carnd-vehicle-detection

My solution to the Udacity Self-Driving Car Engineer Nanodegree Vehicle Detection and Tracking project.

causalml

Uplift modeling and causal inference with machine learning algorithms

channel-attribution-model

An attention-based Recurrent Neural Net multi-touch attribution model in a supervised learning fashion of predicting if a series of events leads to conversion (purchase). The trained model can also assign credits to channels. The model also incorporates user-context information, such as user demographics and behavior, as control variables to reduce the estimation biases of media effects.

cinema-booking-system-rdbms

clusterone-sdc-test