Transportation Planning and Traffic Engineering MOOCS

Survey Data Collection

• Framework for Data Collection and Analysis (Coursera)

• Data Collection: Online, Telephone, and Face-to-Face (Coursera)

• Questionnaire Design for Social Surveys (Coursera)

Mobility and City Planning

• Unraveling the Cycling City (Coursera)

• Insights into Gender Differences in Urban Transport (EIT Urban Mobility Academy)

Road Safety and Accident Analysis

• Road Safety Auditor Certification (MoRTH and IRC)

• Road Safety Policy Fellowship Program (Indian Road Safety Campaign), MoRTH India.

• International Course on Transportation Planning and Safety (2017, IIT Delhi, MoRTH, and W.H.O)

• Road Safety Audit, Biomechanic & Crashworthiness and Road Construction Safety (2020, IIT Delhi, MoRTH and W.H.O).

• Road Traffic Injury Prevention and Control in Low- and Middle-Income Countries (Johns Hopkins International Injury Research Unit, May 14, 2020)

Gian Course (IIT Guwahati)

• Urban Traffic Modelling and Control (Gian)

Climate Change and Health

• Introduction to Climate Change and Health (Coursera)

Programming, Data Science, and Machine Learning MOOCs

How Did I Start My Data Science Journey?

Please ignore the below list of courses that I have completed since 2018. The below list is here to remind me about the success and failures I encountered in the pursuit of data science learning. At the beginning of 2018, I had no idea about programming and data science. So, I started on my own. There were many courses and books that I felt were pretty spectacular, and few were not worth the time. You don’t have to go through such extensive ups and downs. Based on my experience, I have curated a list of courses and books that help you learn data science. Click the below link to read more.

Blog: Start Your Data Science Journey with these Books and Courses

Tracks [collection of courses]

• Data Scientist with R Track (DataCamp)

• DeepLearning.AI TensorFlow Developer (Specialization, Coursera)

• Data Manipulation with Python Track (DataCamp)

• Data Scientist with Python Track (DataCamp)

• Machine Learning Scientist with Python Track (DataCamp)

• AI for Medicine (Coursera)

• Statistical Analysis with R for Public Health (Coursera)

• Tableau Fundamentals Track (DataCamp)

Introduction

• Introduction to R Course (DataCamp)

• Intermediate R (DataCamp)

• Writing Function in R (DataCamp)

• Introduction to Python (DataCamp)

• Intermediate Python for Data Science (DataCamp)

• Introduction to Data Science in Python (Coursera)

• An Introduction to Stata (Udemy)

Coding Best Practices

• Writing Efficient Python Code (DataCamp)

• Writing Efficient Code with Pandas (DataCamp)

Object Oriented Programming

• Object-Oriented Programming in Python (DataCamp)

• Python OOP Course: Master Object-Oriented Programming (Udemy)

Apps and Dashboards

• Building Web Applications in R with Shiny Course (DataCamp)

• Learn Streamlit Python (Udemy)

Data Loading

• Intermediate Importing Data in R (DataCamp)

• Introduction to Importing Data in R (DataCamp)

• Importing & Cleaning Data in R: Case Studies Course (DataCamp)

• Cleaning Data in R Course (DataCamp)

• Introduction to Importing data in Python (DataCamp)

• Intermediate Importing data in Python (DataCamp)

• Cleaning Data in Python (DataCamp)

Data Manipulation

• Introduction to the Tidyverse Course (DataCamp)

• Data Manipulation in R with dplyr Course (DataCamp)

• Categorical Data in the Tydyverse Course (DataCamp)

• Joining Data with R dplyr Course (DataCamp)

• String Manipulation in R with string Course (DataCamp)

• Data Manipulation in R with data.table Course (DataCamp)

• Python Data Science Toolbox (Part1) (DataCamp)

• Python Data Science Toolbox (Part2) (DataCamp)

• Pandas Foundation (Python) (DataCamp)

• Manipulating DataFrames with Pandas (DataCamp)

• Analyzing Police Activity with Pandas (DataCamp)

• Merging DataFrames with Pandas (DataCamp)

• Working with Dates and Times in Python (DataCamp)

• Exploratory Data Analysis in Python (DataCamp)

• Cleaning Data in Python (DataCamp)

Data Visualization

• Data Visualization in R with ggvis Course (DataCamp)

• Data Visualization with ggplot2 (Part1) Course (DataCamp)

• Data Visualization with ggplot2 (Part2) Course (DataCamp)

• Case Study: Exploratory Data Analysis in R (DataCamp)

• Exploratory Data Analysis in R (DataCamp)

• Interactive Data Visualization with rbokeh Course (DataCamp)

• Interactive Data Visualization with Plotly in R Course (DataCamp)

• Introduction to Seaborn (Python) (DataCamp)

• Introduction to Matplotlib (DataCamp)

• Introduction to Data Visualization with Python (DataCamp)

• Interactive Data Visualization with Bokeh (Python) (DataCamp)

• Improving Your Data Visualization in Python (DataCamp)

• Data Visualization with ggplot2 (Part3) Course (DataCamp)

• Visualizing Geospatial Data in Python (DataCamp)

• Intermediate Data Visualization with Seaborn (DataCamp)

• Introduction to Tableau (DataCamp)

• Analyzing Data in Tableau (DataCamp)

• Creating Dashboards in Tableau (DataCamp)

• Connecting Data in Tableau (DataCamp)

• Visualizing Time Series Data in Python (DataCamp)

• Introduction to Data Visualization with Plotly in Python (DataCamp)

• Complete Course on Data Visualization, Matplotlib and Python (Udemy)

• Python Hands-On Course: Interactive Maps and Bar Chart Races (Udemy)

• Visualizing data using Stata (Udemy)

• Python Hands-On Course: Interactive Maps and Bar Chart Races (Udemy)

Probability and Statistics

• Data Analysis and Statistical Inference

• Introduction to Data in R (DataCamp)

• Statistical Thinking in Python (Part 1) (DataCamp)

• Statistical Thinking in Python (Part 2) (DataCamp)

• Introduction to Probability and Data (Coursera)

• Case Studies in Statistical Thinking (DataCamp)

• Introduction to Statistics & Data Analysis in Public Health (Coursera)

• Customer Analytics and A/B Testing in Pythons (DataCamp)

• Statistics for Data Analysis in Python (Udemy)

Data Mining

• Association Rule Mining: Basic Theory & Practice (Udemy)

• Market Basket Analysis in Python (DataCamp)

Machine Learning

• Multiple and Logistic Regression (R, DataCamp)

• Structural Equation Modeling with lavaan in R Course (DataCamp)

• Marketing Analysis in R: Choice Modeling Course (DataCamp)

• Machine Learning with Tree-Based Models in R Course (DataCamp)

• Cluster Analysis in R Course (DataCamp)

• Fundamentals of Bayesian Data Analysis in R Course (DataCamp)

• Factor Analysis in R Course (DataCamp)

• Unsupervised Learning in R Course (DataCamp)

• Supervised Learning in R: Classification Course (DataCamp)

• Correlation and Regression Course (DataCamp)

• Hyperparameters Tuning in R Course (DataCamp)

• Generalized Linear Models in R Course (DataCamp)

• Survival Analysis in R (DataCamp)

• Machine Learning 101 with Scikit-learn and StatsModels (Udemy)

• Deep Learning with Tensorflow 2.0[2020] (Udemy)

• Supervised Learning with Scikit-learn (DataCamp)

• Neural Networks and Deep Learning (Coursera)

• Natural Language Processing in Tensorflow (Coursera)

• Machine Learning with Tree-Based Models in Python (DataCamp)

• Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning (Coursera)

• Extreme Gradient Boosting with XGBoost (DataCamp)

• Convolutional Neural Network in TensorFlow! (Coursera)

• Sequences, Time Series and Prediction (Coursera)

• Machine Learning with the Experts: School Budgets (DataCamp)

• Unsupervised Learning in Python (DataCamp)

• Introduction to Deep Learning in Python (DataCamp)

• Generalized Linear Models in Python (DataCamp)

• Dimensionality Reduction in Python (DataCamp)

• Machine Learning Foundations: A Case Study Approach (Coursera)

• Winning a Kaggle Competition in Python (DataCamp)

• Hyperparameters Tuning in Python (DataCamp)

• Linear Classifiers in Python (DataCamp)

• Introduction to Natural Language Processing in Python (DataCamp)

• Introduction to Deep Learning with PyTorch (DataCamp)

• Cluster Analysis in Python (DataCamp)

• Preprocessing for Machine Learning in Python (DataCamp)

• Introduction to Deep Learning with Keras (DataCamp)

• Image Processing with Keras in Python (DataCamp)

• Advanced Deep Learning with Keras (DataCamp)

• Feature Engineering for Machine Learning in Python (DataCamp)

• Bayesian Modeling with RJAGS (DataCamp)

• Model Validation in Python (DataCamp)

• Machine Learning for Time Series Data in Python (DataCamp)

• Introduction to TensorFlow in Python (DataCamp)

• Machine Learning with PySpark (DataCamp)

• Feature Engineering for NLP in Python (DataCamp)

• Linear Regression in R for Public Health (Coursera)

• Logistic Regression in R for Public Health (Coursera)

• Survival Analysis in R for Public Health (Coursera)

• AI for Medical Diagnosis (Coursera)

• AI for Medical Prognosis (Coursera)

• AI for Medical Treatment (Coursera)

• Fraud Detection in Python (DataCamp)

• Hierarchical and Mixed Effects Models in R

• Introduction to Regression in Python with statsmodels (DataCamp)

• Intermediate Regression with statsmodels in Python (DataCamp)

• Modeling with tidymodels in R (DataCamp)

• Survival Analysis in Python (DataCamp)

• The STATA OMNIBUS: Regression and Modelling with STATA (Udemy)

• Modeling Count Data using Stata (Udemy)

• An Introduction to Factor Analysis (Udemy)

• Logistic Regression using Stata (Udemy)

• Linear Regression using Stata (Udemy)

Git & Github

• Introduction to Git for Data Science Course (DataCamp)

Time Series Analysis

• Working with Dates and Times in R Course (DataCamp)

• Forecasting Using ARIMA Models in Python (DataCamp)

• Time Series Analysis in Python (DataCamp)

Reporting

• Reporting with R Markdown Course (DataCamp)

LaTeX

• Mastering LaTeX (Udemy)

Research

• Experimental Design in Python (DataCamp)

Image Processing

• Image Processing in Python (DataCamp)

Computer Vision

• Python for Computer Vision with OpenCV and Deep Learning (Udemy)

Text Analysis

• Regular Expression in Python (DataCamp)

• Python Regular Expressions Complete Masterclass (Udemy)

Spatial Analysis

• Working with Geospatial Data in R Course (DataCamp)

Shell

• Introduction to Shell for Data Science (DataCamp)

• Conda Essentials (DataCamp)

SQL

• Joining data in SQL Course (DataCamp)

• Intro to SQL for Data Science Course (DataCamp)

• The Ultimate MySQL Bootcamp: Go from SQL Beginner to Expert (Udemy)

Network Analysis

• Introduction to Network Analysis in Python (DataCamp)

Big Data Analytics

• Introduction to PySpark (DataCamp)

• Big Data Fundamentals with PySpark (DataCamp)

Cloud Computing

• Getting Started with AWS Machine Learning (Coursera)

Online Projects

• Classification Trees in Python, From Start To Finish (Coursera)

• Dr. Semmelweis and the Discovery of Handwashing (Datacamp)

• Reducing Traffic Mortality in the USA (Datacamp Projects)