March Madness Predictions with Data Science

Rob Mulla ยท Beginner ยท๐Ÿ“ ML Fundamentals ยท2y ago
๐Ÿ† WIN a NVIDIA GeForce RTX 4080 Super GPU! Register now: https://forms.gle/47vUHzzz2aqJoP1S9 Dive into the fascinating world of machine learning and AI as we guide you through developing a model designed to predict NCAA tournament outcomes. From initial setup to final predictions, weโ€™ll cover everything you need to create your own powerhouse model. Embark on this machine learning adventure to not only enhance your NCAA bracket but also to deepen your understanding of predictive modeling. Letโ€™s transform your bracket into a data-driven masterpiece together! ๐Ÿ“˜ Access the Notebook: https://www.kaggle.com/robikscube/machine-learning-bracket-gpu-powered Timeline: 00:00 Intro 01:06 Setup and Import 02:39 Data Understanding 05:23 Data Pipeline Goal 06:04 Step 1- Season Data 11:07 Step 2- Tourney Data 15:30 Chalk Baseline 17:51 XGBoost ML Model 21:30 Predicting Matchups 23:50 Creating the Bracket Links to my stuff: * Youtube: https://youtube.com/@robmulla?sub_confirmation=1 * Discord: https://discord.gg/HZszek7DQc * Twitch: https://www.twitch.tv/RobCodesLIVE * Twitter: https://twitter.com/Rob_Mulla * Kaggle: https://www.kaggle.com/robikscube
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1 A Gentle Introduction to Pandas Data Analysis (on Kaggle)
A Gentle Introduction to Pandas Data Analysis (on Kaggle)
Rob Mulla
2 Exploratory Data Analysis with Pandas Python
Exploratory Data Analysis with Pandas Python
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3 7 Python Data Visualization Libraries in 15 minutes
7 Python Data Visualization Libraries in 15 minutes
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4 Kaggle competition starter notebook walkthrough
Kaggle competition starter notebook walkthrough
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5 Kaggle Competitions: A Beginner's Guide to Winning
Kaggle Competitions: A Beginner's Guide to Winning
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6 Jupyter Notebook Complete Beginner Guide - From Jupyter to Jupyterlab, Google Colab and Kaggle!
Jupyter Notebook Complete Beginner Guide - From Jupyter to Jupyterlab, Google Colab and Kaggle!
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7 Audio Data Processing in Python
Audio Data Processing in Python
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8 Complete Data Science Project!
Complete Data Science Project!
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9 Make Your Pandas Code Lightning Fast
Make Your Pandas Code Lightning Fast
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10 Image Processing with OpenCV and Python
Image Processing with OpenCV and Python
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11 Speed Up Your Pandas Dataframes
Speed Up Your Pandas Dataframes
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12 This INCREDIBLE trick will speed up your data processes.
This INCREDIBLE trick will speed up your data processes.
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13 Complete Guide to Cross Validation
Complete Guide to Cross Validation
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14 Easy Python Progress Bars with tqdm
Easy Python Progress Bars with tqdm
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15 Economic Data Analysis Project with Python Pandas - Data scraping, cleaning and exploration!
Economic Data Analysis Project with Python Pandas - Data scraping, cleaning and exploration!
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16 Python Sentiment Analysis Project with NLTK and ๐Ÿค— Transformers. Classify Amazon Reviews!!
Python Sentiment Analysis Project with NLTK and ๐Ÿค— Transformers. Classify Amazon Reviews!!
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17 Get Started with Machine Learning and AI in 2023
Get Started with Machine Learning and AI in 2023
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18 The Trick to Get Unlimited Datasets
The Trick to Get Unlimited Datasets
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19 Video Data Processing with Python and OpenCV
Video Data Processing with Python and OpenCV
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20 Object Detection in 10 minutes with YOLOv5 & Python!
Object Detection in 10 minutes with YOLOv5 & Python!
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21 Pandas for Data Science #shorts
Pandas for Data Science #shorts
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22 Object Detection in 60 Seconds using Python and YOLOv5 #shorts
Object Detection in 60 Seconds using Python and YOLOv5 #shorts
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23 Machine Learning for Facial Recognition in Python in 60 Seconds #shorts
Machine Learning for Facial Recognition in Python in 60 Seconds #shorts
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24 Time Series Forecasting with XGBoost - Use python and machine learning to predict energy consumption
Time Series Forecasting with XGBoost - Use python and machine learning to predict energy consumption
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25 Detect Text in Images with Python - pytesseract vs. easyocr vs keras_ocr
Detect Text in Images with Python - pytesseract vs. easyocr vs keras_ocr
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26 Solving an Impossible Riddle with Code
Solving an Impossible Riddle with Code
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27 Do these Pandas Alternatives actually work?
Do these Pandas Alternatives actually work?
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28 Time Series Forecasting with XGBoost - Advanced Methods
Time Series Forecasting with XGBoost - Advanced Methods
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29 Data Science Uncut - Data Shootout Kaggle Competition (Aug 1 2022 Stream)
Data Science Uncut - Data Shootout Kaggle Competition (Aug 1 2022 Stream)
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30 Kaggle Dataset Creation from Scratch- Data Science Uncut (Aug 10 2022)
Kaggle Dataset Creation from Scratch- Data Science Uncut (Aug 10 2022)
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31 Chess Board Computer Vision AI - Data Science Uncut (Sep 7, 2022)
Chess Board Computer Vision AI - Data Science Uncut (Sep 7, 2022)
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32 25 Nooby Pandas Coding Mistakes You Should NEVER make.
25 Nooby Pandas Coding Mistakes You Should NEVER make.
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33 DEFCON Hacking AI CTF Solution on Kaggle - Data Science Uncut Sep 11, 2022
DEFCON Hacking AI CTF Solution on Kaggle - Data Science Uncut Sep 11, 2022
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34 More Chessboard Computer Vision AI - Data Science Uncut - Sep 13
More Chessboard Computer Vision AI - Data Science Uncut - Sep 13
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35 Medallion Data Science Live Stream
Medallion Data Science Live Stream
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36 Community Kaggle Competition Overview - Corn Classification (
Community Kaggle Competition Overview - Corn Classification (
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37 Deep Learning Image Classification - Corn Kernels - Data Science Uncut
Deep Learning Image Classification - Corn Kernels - Data Science Uncut
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38 OpenAI Whisper Demo: Convert Speech to Text in Python
OpenAI Whisper Demo: Convert Speech to Text in Python
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39 Yolov7 Custom Object Detection in Python Tutorial  - Chess Piece Detection
Yolov7 Custom Object Detection in Python Tutorial - Chess Piece Detection
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40 Live Kaggle Coding - Enzyme Stability Prediction - Data Science Uncut Sep, 27 2022
Live Kaggle Coding - Enzyme Stability Prediction - Data Science Uncut Sep, 27 2022
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41 Finding Chess Cheaters with Python! - Data Science Uncut Livestream
Finding Chess Cheaters with Python! - Data Science Uncut Livestream
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42 Data Science Uncut - Kaggle Community Competition & Chess Data Analysis - Oct 4, 2022
Data Science Uncut - Kaggle Community Competition & Chess Data Analysis - Oct 4, 2022
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43 Flight Delay Dataset Creation (Data Science Uncut)
Flight Delay Dataset Creation (Data Science Uncut)
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44 5 Reasons to Kaggle #shorts
5 Reasons to Kaggle #shorts
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45 โ™Ÿ๏ธ Data Science - Chess Data Analysis
โ™Ÿ๏ธ Data Science - Chess Data Analysis
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46 EXTREME PYTHON & DATA SCIENCE LIVE STREAM
EXTREME PYTHON & DATA SCIENCE LIVE STREAM
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47 What is Clustering in ML?
What is Clustering in ML?
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48 What is K-Nearest Neighbors?
What is K-Nearest Neighbors?
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49 LIVE CODING: Flight Data Exploration with Pandas & Python
LIVE CODING: Flight Data Exploration with Pandas & Python
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50 Kaggle Survey vs. Twitter Sentiment
Kaggle Survey vs. Twitter Sentiment
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51 If Top Chess.com Players were STOCKS - Live Coding Data Anaylsis Stream
If Top Chess.com Players were STOCKS - Live Coding Data Anaylsis Stream
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52 Data Visualization BATTLE!
Data Visualization BATTLE!
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53 LIVE CODING: Stocks & Sentiment Analysis
LIVE CODING: Stocks & Sentiment Analysis
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54 Progress Bar in Python with TQDM
Progress Bar in Python with TQDM
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55 Flight Cancellation Data Analysis
Flight Cancellation Data Analysis
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56 Synthetic Dataset Creation for Machine Learning - Blender and Python
Synthetic Dataset Creation for Machine Learning - Blender and Python
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57 The Ultimate Coding Setup for Data Science
The Ultimate Coding Setup for Data Science
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58 Dataset Creation SPEED RUN - Live Coding With Python & Pandas
Dataset Creation SPEED RUN - Live Coding With Python & Pandas
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59 Data Wrangling with Python and Pandas LIVE
Data Wrangling with Python and Pandas LIVE
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60 Forecasting with the FB Prophet Model
Forecasting with the FB Prophet Model
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Chapters (10)

Intro
1:06 Setup and Import
2:39 Data Understanding
5:23 Data Pipeline Goal
6:04 Step 1- Season Data
11:07 Step 2- Tourney Data
15:30 Chalk Baseline
17:51 XGBoost ML Model
21:30 Predicting Matchups
23:50 Creating the Bracket
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