# Grokking Data Science (Samia Khalid)

The Fundamentals of Statistics - Probability Distributions - An Introduction Have questions about Probability Distributions - An Introduction? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/xloKRlB8ELr). The Fundamentals of Statistics - Types of Distributions - Normal Have questions about Types of Distributions - Normal? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/N8rE0gBW7ND). Machine Learning 101 - Understanding Machine Learning Have questions about Understanding Machine Learning? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/B63VvpN4OBN). Appendix - Installing Jupyter Notebook In this lesson, you'll learn how to install Jupyter Notebook using Anaconda. View the lesson [here](https://www.educative.io/collection/page/4747639511842816/6260527028240384/5286083812130816). Machine Learning 101 - Introduction Have questions about Introduction? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/N8Mp5Nj67x8). End-to-End Machine Learning Project - Kaggle Challenge - Machine Learning Models Have questions about Kaggle Challenge - Machine Learning Models? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/N88726mlpgm). End-to-End Machine Learning Project - Assignment Have questions about Assignment? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/B8R0p9RM14n). Python Fundamentals for Data Science - Data Visualization - An Introduction Have questions about Data Visualization - An Introduction? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/g7PkK0XgzvG). Python Fundamentals for Data Science - Data Visualization - Matplotlib Tips Have questions about Data Visualization - Matplotlib Tips? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/xV6WQkWNVA9). Python Fundamentals for Data Science - Data Visualization Cheat Sheet Have questions about Data Visualization Cheat Sheet? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/R811VqVK3rw). Python Fundamentals for Data Science - Data Visualization Techniques - Bar and Box Plot Have questions about Data Visualization Techniques - Bar and Box Plot? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/xlyON1rkQ2P). The Fundamentals of Statistics - Introduction Have questions about Introduction? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/3YvJQL082P9). The Fundamentals of Statistics - Types of Distributions - Uniform, Bernoulli, and Binomial Have questions about Types of Distributions - Uniform, Bernoulli, and Binomial? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/qV2V8woGL52). Python Fundamentals for Data Science - Quiz: Data Visualization Have questions about Quiz: Data Visualization? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/N82NnorpYRL). Machine Learning 101 - Types of Machine Learning Algorithms Have questions about Types of Machine Learning Algorithms? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/7nLP6o512nw). Machine Learning 101 - Quiz: Machine Learning Algorithms Have questions about Quiz: Machine Learning Algorithms? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/xlX6gGKrJzq). The Fundamentals of Statistics - Statistical Features - Basics Have questions about Statistical Features - Basics? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/myBjzGWA2p3). Machine Learning 101 - Quiz: Evaluating a Model Have questions about Quiz: Evaluating a Model? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/gk5xL9w8XNk). Machine Learning 101 - Machine Learning Project Checklist Have questions about Machine Learning Project Checklist? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/R1yXoJD8DYz). Python Fundamentals for Data Science - NumPy Basics - Reshaping and Concatenation Have questions about NumPy Basics - Reshaping and Concatenation? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/qA08mkj9XLG). Python Fundamentals for Data Science - Learning Pandas - An Introduction Have questions about Learning Pandas - An Introduction? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/RLyN7jQG47O). Python Fundamentals for Data Science - Pandas DataFrame Operations - Grouping and Sorting Have questions about Pandas DataFrame Operations - Grouping and Sorting? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/mExLvD9l98O). The Fundamentals of Statistics - Statistical Features - Working With Box Plots Have questions about Statistical Features - Working With Box Plots? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/39330vOlMEQ). The Fundamentals of Statistics - Basics of Probability Have questions about Basics of Probability? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/q2RNNNZ16rR). The Fundamentals of Statistics - Bayesian Statistics Have questions about Bayesian Statistics? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/gxLqp4gYRPZ). Machine Learning 101 - Machine Learning Algorithms I Have questions about Machine Learning Algorithms I? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/RLNDzYGo6AL). Machine Learning 101 - Machine Learning Algorithms II Have questions about Machine Learning Algorithms II? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/g7Mo1mpxokY). Machine Learning 101 - Evaluating a Model Have questions about Evaluating a Model? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/xoLErkVRlY9). End-to-End Machine Learning Project - Introduction Have questions about Introduction? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/m2RL5QK8N5G). End-to-End Machine Learning Project - Kaggle Challenge - Data Preprocessing Have questions about Kaggle Challenge - Data Preprocessing? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/N8yAQ7wPgGz). End-to-End Machine Learning Project - Kaggle Challenge - Data Transformation Have questions about Kaggle Challenge - Data Transformation? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/gk9gg7RYrGD). End-to-End Machine Learning Project - Further Study Material Have questions about Further Study Material? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/7DwAmZOl7n1). The Real Talk - How to Get That High-Paying Job Have questions about How to Get That High-Paying Job? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/N7E7MM5ppw6). The Real Talk - Final Thoughts Have questions about Final Thoughts? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/gkvzBKOGLB9). Machine Learning 101 - Key Points to Remember Have questions about Key Points to Remember? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/B6E94yzJlNW). The Fundamentals of Statistics - Statistical Significance Have questions about Statistical Significance? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/m2298YyJPOR). The Fundamentals of Statistics - Types of Distributions - Poisson and Exponential Have questions about Types of Distributions - Poisson and Exponential? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/qVEM73kNJjk). The Fundamentals of Statistics - Probability Distributions Recap Have questions about Probability Distributions Recap? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/7DzEzw37P0r). The Fundamentals of Statistics - Quiz: Statistics Have questions about Quiz: Statistics? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/qZkLM9K9yor). End-to-End Machine Learning Project - Kaggle Challenge - Exploratory Data Analysis Have questions about Kaggle Challenge - Exploratory Data Analysis? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/YQB0jqnmqAY). Python Fundamentals for Data Science - Creating the Workspace - Jupyter Notebooks Have questions about Creating the Workspace - Jupyter Notebooks? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/q2KYKwAknDR). Python Fundamentals for Data Science - Exercises: NumPy Have questions about Exercises: NumPy? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/7DwjVPEX5zB). Python Fundamentals for Data Science - Pandas DataFrame Operations - Read, View and Extract Information Have questions about Pandas DataFrame Operations - Read, View and Extract Information? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/gkNQp0D1ojD). Python Fundamentals for Data Science - NumPy Basics - Creating NumPy Arrays and Array Attributes Have questions about NumPy Basics - Creating NumPy Arrays and Array Attributes? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/JPJWqrJJw4J). Python Fundamentals for Data Science - Pandas DataFrame Operations - Pivot Tables and Functions Have questions about Pandas DataFrame Operations - Pivot Tables and Functions? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/N0Jy3RDPyKv). Python Fundamentals for Data Science - Learning NumPy - An Introduction Have questions about Learning NumPy - An Introduction? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/RMNvxgJp6qz). Python Fundamentals for Data Science - Pandas Core Components - The Series Object Have questions about Pandas Core Components - The Series Object? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/mENEWlEA2MG). Python Fundamentals for Data Science - Pandas Core Components - The DataFrame Object Have questions about Pandas Core Components - The DataFrame Object? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/qV1WGJKEXm2). Python Fundamentals for Data Science - Pandas DataFrame Operations - Selection, Slicing, and Filtering Have questions about Pandas DataFrame Operations - Selection, Slicing, and Filtering? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/7X7jPRWVR0r). Python Fundamentals for Data Science - Pandas DataFrame Operations - Dealing With Missing and Duplicates Have questions about Pandas DataFrame Operations - Dealing With Missing and Duplicates? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/R1vzQX6AqOK). Python Fundamentals for Data Science - NumPy Arithmetic and Statistics - Computations and Aggregations Have questions about NumPy Arithmetic and Statistics - Computations and Aggregations? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/JYJZADjr4wv). Python Fundamentals for Data Science - NumPy Basics - Array Indexing and Slicing Have questions about NumPy Basics - Array Indexing and Slicing? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/gxO53lMjvrD). Python Fundamentals for Data Science - Python Libraries Have questions about Python Libraries? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/qZXRMxJkMvy). Python Fundamentals for Data Science - Data Visualization Techniques - Scatter, Line, and Histogram Have questions about Data Visualization Techniques - Scatter, Line, and Histogram? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/39ExVozQNqx). End-to-End Machine Learning Project - Kaggle Challenge - Present, Launch and Maintain the System Have questions about Kaggle Challenge - Present, Launch and Maintain the System? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/R8EBlZ0lZ1q). The Real Talk - Imposter Syndrome Have questions about Imposter Syndrome? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/g79vLwBOO3D). Python Fundamentals for Data Science - Pandas: Further Readings and Cheat Sheet Have questions about Pandas: Further Readings and Cheat Sheet? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/R1JBK5rkr0z). Python Fundamentals for Data Science - Exercises: Pandas Have questions about Exercises: Pandas? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/gkoG7MnLM7r). Python Fundamentals for Data Science - NumPy Arithmetic and Statistics - Comparison and Boolean Masks Have questions about NumPy Arithmetic and Statistics - Comparison and Boolean Masks? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/qApgDvPwBp3). End-to-End Machine Learning Project - Kaggle Challenge - Fine Tune Parameters Have questions about Kaggle Challenge - Fine Tune Parameters? Go for it! View the lesson [here](https://www.educative.io/courses/grokking-data-science/3wgvw3Gn5lx).