Machine Learning Tutorial for Beginners – Linear Regression Example in Python [Part 1]

From a csv file all the way to making predictions and deploying your results. Full end-to-end Tutorial on Machine Learning. We start by explaining the Machine Learning Process. Then, we move on to the Data pre-processing phase where we clean and transform our data. We show some methods on how to identify the most important variables. Then, we explain what Linear regression is and how it works. After that, we run the model and make predictions. Then, we go over a few methods on how to improve our results & predictions. We provide the raw data and the code! Hope you enjoy! Data Analytics Course Link: http://ipidata.teachable.com/ Raw Data and Code: https://github.com/Pitsillides91/Python-Tutorial-2022-/tree/main/Linear%20Regression%20Example Video 1 – Down and Install Python – Numpy Tutorial: https://youtu.be/nZyKxP04co4 Video 2 – Pandas Tutorial: https://youtu.be/JjFifnK3bVg Video 3 – JOINs and UNIONs Tutorial: https://youtu.be/tMv74JmjZ_Y Video 4 – Data Visualizations with MatPlotLib: https://youtu.be/SQfEeFNAvdE Video 5 - Data Visualizations with Seaborn: https://youtu.be/CsqCLaLMGn4 Table of content: - What is machine Learning? - How to run machine learning in python? - Supervised machine learning example in python - What is the machine learning process - How to clean data in python? - How to do data pre-processing python machine learning - How to deal with outliers in python? - How to investigate the distributions in python? - How to do feature engineering in python? - How to find the most important variables in python? - What is a machine Learning regression model and how it works? - How to run machine learning regression model in python? - How to optimise a machine learning model in python? Yiannis Pitsillides on Social Media: https://twitter.com/pitsillides91 https://www.instagram.com/ypexists/?hl=en https://www.pinterest.co.uk/pitsillides91/boards/ https://www.facebook.com/groups/1500092413449073/ EXCEL: Excel top 5 Interview Questions: https://youtu.be/lp0NwAIcw_c?si=32mHS-_e7U4eYKc2 Excel top 7 Most Used Formulas: https://youtu.be/VvgQjxsHnMQ?si=2EOabWWRNnCpzBT8 Excel Interview Test – Junior: https://youtu.be/p6I3xXYmn2s?si=4k3U5xlPXFwPtXG2 Excel Interview Test – Intermediate: https://youtu.be/ZrWrxF2doRc?si=r5DtQa7dbrHbEJ9v Excel Interview Test – Difficult: https://youtu.be/QGQCW6s_r7A?si=ZLVka_wEBSq6HYFP Excel Interview Test – Average Part 1: https://youtu.be/FEyV96xE0fU?si=tVobgo9Oh9kCBir_ Excel Interview Test – Average Part 2: https://youtu.be/eCN5PuQBMqk?si=cHMgh0zvugLBPGk6 SQL: SQL Tutorial from scratch part 1: https://youtu.be/Xr2xg_u-wzo?si=od0FCH3u0VeY4QC3 SQL Tutorial from scratch part 2: https://youtu.be/bEeHNeED8zg?si=zhJgRA5qMx7QMZmY SQL Tutorial JOINs: https://youtu.be/V4aMAU9VLNo?si=Jd_yWYOijcAzlf9f SQL Top 5 Interview Questions: https://youtu.be/FTamRSw-sFM?si=C4ob1-Ne_Z5sVzV9 SQL Interview Test – Beginner: https://youtu.be/b4Fx5DfrN14?si=ze6IhkC5-qM1mKhk SQL Interview Test – Junior: https://youtu.be/AcNh0cWGYeM?si=orYDlZpodJ2rokAW SQL Interview Test – Intermediate: https://youtu.be/OjQjHd9CT3o?si=7RkBtWkX8qXKc4Qh SQL Interview Test – Difficult: https://youtu.be/edDrSXdRtmE?si=4mUd1EppJT6MNDpK PYTHON: Python Tutorial from Scratch Part 1 – https://youtu.be/nZyKxP04co4?si=zNzr4qyW_CUGQZFO Python Tutorial from Scratch Part 2 - https://youtu.be/JjFifnK3bVg?si=K34fpCUTH2UiDMpy Python Tutorial from Scratch Part 3 JOINS - https://youtu.be/tMv74JmjZ_Y?si=-14Y9Z3X14rlfGWj Python Tutorial from Scratch Part 4 Visuals - https://youtu.be/SQfEeFNAvdE?si=ifkieyVkylFey-PU Python Tutorial from Scratch Part 5 Visuals - https://youtu.be/CsqCLaLMGn4?si=hXOlixcYk0qBLgnE Python top 5 Interview Questions: https://youtu.be/rI0L8qxydZ0 Python Interview Test – Beginner: https://youtu.be/idANfk_F3NY Python Interview Test – Junior: https://youtu.be/xxrn8Uf_7ZA Python Interview Test – Intermediate: https://youtu.be/e02W-jsMaKU Python Interview Test – Difficult: https://youtu.be/e02W-jsMaKU