ai-data-scientist.pdf

This roadmap was created by the AI and DS team at Find the detailed version of this roadmap along with resources a...

This roadmap was created by the AI and DS team at Find the detailed version of this roadmap along with resources and other roadmaps Careem (an Uber company). Shout out to the creators AI and Data Scientist @mohamadtweets and @BulatShkanov https://roadmap.sh Mathematics > Statistics > Linear Algebra, Calculus, Mathematical Analysis Statistics, CLT Mathematics for Machine Learning Courses Coursera: Introduction to Statistics Course v Di!erential Calculus Hypothesis Testing Coursera: Algebra and Di!erential Calculus Course Coursera: Hypothesis Testing Course Probability and Sampling Coursera: Probability and Statistics Course Econometrics < AB Testing Pre-requisites of Econometrics Practitioner’s Guide to Statistical Tests Article Fundamentals of econometrics Book Experiment Design Article Article v Regressions, time series, fitting distributions Increasing Test Sensitivity Intro to Econometrics Book Minimum Detectable E!ect Article Coursera: Econometrics Course Paper: Improving Test Sensitivity Paper Kaggle — Learn Time Series Course Paper: Improving Sensitivity (CUPED) Paper v Kaggle — Time Series Basics Tutorial ^ CUPED at Booking.com Article v ARIMA Model for Time Series Tutorial Doordash: CUPAC Article Netflix: Stratification Paper Time Series Models Tutorial Forecasting Task with Solution OpenSource Project Ratio Metrics Microsoft: Delta Method in Metric Analytics Paper Coursera: Linear Regression Course Paper: Ratio Metrics Paper < Coding > Exploratory Data Analysis (EDA) > Learn Python Programming Language Data understanding, Data Analysis, Vizualisation Learn Python - Kaggle Course Exploratory Data Analysis With Python and Pandas Course Google's Python Class Course Exploratory Data Analysis for Machine Learning Course v Exploratory Data Analysis with Seaborn Course Data Structures and Algorithms (Python) Algorithmic Exercises Tutorial + Challenges Study Plans - Leetcode Challenges Machine Learning < Algorithms Specialization Course Classic ML (Sup. and Unsup.) Advanced ML (Ensembles, NNs) Learn SQL Open Machine Learning Course - OpenDataScience Course SQL Tutorial Course v Machine Learning Specialization Course Pattern Recognition & ML by Christopher m. bishop eBook GitHub Repository with Notes and Code from the eBook Above Deep Learning < Fully connected NN, CNN, RNN, LSTM, Transformers, Transfer Learning Deep Learning Specialization Courses MLOps > Deep Learning Book eBook v Deployment models, CI/CD Attention is all you need Paper MLOps Specialization Courses The Illustrated Transformer Article ^ v > < Keep Learning