ML Bootcamp Playlist
🚀📊 Launch Your Machine Learning Journey: The Ultimate Beginner's Bootcamp! 🌟🔍 Ready to unravel the mysteries of Machine Learning project lifecycle? Welcome to the ML Expedition Bootcamp, a step-by-step guide to mastering every phase from Data Collection to Model Inferencing. 📈🔮
Embark on this thrilling seven-part adventure, where we demystify complex concepts and break down the entire process into bite-sized, beginner-friendly videos. Each video is a treasure trove of knowledge, designed to empower you with the skills needed to conquer real-world ML challenges. 🎓💡
Resources are available in the Google Drive Link
Resources: Drive
Videos available - Playlists Completed
Here are the videos available in the playlist
| Video Name | Link |
|---|---|
| Introduction to ML Lifecycle | Link |
| EDA | Link |
| Missing Values Handling | Link |
| Categorical & Outlier Values Handling | Link |
| Feature Scaling & Trasnformation | Link |
| Feature Selection & Train Test Split & Model Creation | Link |
| Model Hyperparameter Tuning | Link |
1. Introduction to ML Lifecycle
🚀 Welcome to Day 1 of Bootcamp! 📚
📢 On this exciting start, we're diving deep into the world of Machine Learning (ML). Here's a sneak peek of what we're covering today:
🤖 Introduction to ML: Unveil the basics of Machine Learning and its incredible potential. 🌟 Types of ML: Discover the different categories that make up the ML landscape. 🔄 Lifecycle of an ML Project: Learn the step-by-step journey of bringing ML projects to life. 📊 Data Collection Phase: Understand the crucial starting point of gathering data for ML endeavors. 📚 Various Data Collection Methods: Explore the different ways data is gathered to fuel ML. 🔍 What is EDA: Dive into the exciting realm of Exploratory Data Analysis, a key process in ML. 📈 Types of EDA: Uncover the diverse techniques used to analyze data for insights. ⏰ Don't miss a beat – make sure to watch the entire session to soak in all these vital concepts. Whether you're new to ML or seeking a refresher, this is your foundation for an incredible journey ahead!
🌈 Get ready to dive into the ML universe. Hit play and absorb the knowledge that's about to transform your understanding of Machine Learning! 🎓🤖
2. EDA - Exploratory Data Analysis and its Importance
🚀 Welcome to Day 2 of Bootcamp! 📚
📢 Get ready for another day of insightful learning! Today, we're immersing ourselves in the captivating world of Exploratory Data Analysis (EDA). Here's a snapshot of what we're diving into:
🔍 EDA Unveiled: Explore the concept of Exploratory Data Analysis and its significance in the world of data exploration. 🌟 Types of EDA: Discover the diverse techniques and strategies used to uncover hidden insights in your data. ✨ Importance of EDA: Understand why EDA is the foundation of data-driven decision-making in any project. 🖐️ Hands-on EDA: Roll up your sleeves and dive into a practical session where you'll put EDA techniques into action. ⏰ Make sure to engage fully and absorb every bit of this session. EDA is a cornerstone in data analysis and today's topics will equip you with the tools to harness its power effectively.
🌈 Get ready to elevate your data exploration skills. Hit play and delve into the EDA journey that's bound to expand your analytical horizons! 🎓📊
3. Feature Engineering - Missing Values Handling
🚀 Day 3 of Bootcamp is Here! 📚
📢 Get ready for an in-depth exploration into the art of Feature Engineering. Today, we're diving deep into the world of crafting effective features that fuel your data analysis. Here's a sneak peek of what we're covering:
🔍 Feature Engineering Unveiled: Discover the power of creating insightful features that drive data understanding. 🌟 Dive into Missing Value Handling: Explore techniques to tackle missing data effectively, ensuring your insights are accurate and comprehensive.
⏰ Engage fully to grasp the nuances of feature engineering, starting with the crucial aspect of handling missing values. This is your chance to equip yourself with tools that make your data shine.
🌈 Embark on the journey of mastering feature engineering. Hit play and let's unravel the techniques that transform data into actionable insights! 🎓📈
4. Feature Engineering - Categorical & Outlier Values Handling
🚀 Day 4 of Bootcamp: Feature Engineering Deep Dive! 📚
📢 Brace yourself for another enriching session on Feature Engineering. Today, we're delving further into the world of crafting impactful features for your data analysis. Here's a glimpse of what's on the agenda:
🔍 Unlocking Categorical Features: Explore strategies to effectively handle categorical data, turning them into valuable insights. 🌟 Conquering Outliers: Dive into techniques that help identify and manage outliers in your dataset, ensuring accurate and reliable results.
⏰ Fully engage with the session to grasp the intricacies of feature engineering, as we tackle handling categorical features and the crucial task of outlier management. These skills will empower your data exploration journey.
🌈 Get ready to elevate your feature engineering prowess. Hit play and embark on a journey to master the techniques that turn raw data into actionable insights! 🎓📊
5. Feature Scaling and Transformation
🚀 Day 5 of Bootcamp: Navigating Feature Scaling and Transformation! 📚
📢 Get ready to embark on the final steps of Data Processing in this enlightening session. Today, we're delving into the crucial topics of Feature Scaling and Transformation. Here's a sneak peek into what's in store:
🔍 Mastering Feature Scaling: Explore techniques to ensure your features are at the right scale, paving the way for accurate analysis. 🌟 Unveiling Feature Transformation: Delve into the art of transforming features to enhance their distribution and usefulness for modeling.
⏰ Dive deep into this session to understand the essential role of feature scaling and transformation. These steps are the finishing touches that refine your data for optimal analysis and model building.
🌈 Ready to elevate your data processing skills? Hit play and join us as we wrap up our journey through data processing, setting the stage for more advanced concepts ahead! 🎓🔧
6. Feature Selection & Train Test Split & Model Creation
🚀 Day 6 of Bootcamp: Feature Selection, ML Models, and Performance Metrics Unveiled! 📚
📢 Brace yourself for a power-packed session as we dive into advanced topics. On this sixth day of Bootcamp, we're delving deep into Feature Selection, ML Model Creation, and Performance Metrics. Here's a glimpse of what awaits:
🔍 Mastering Feature Selection: Discover techniques to choose the most relevant features, refining your data for optimal analysis. 🌟 Building ML Models: Embark on a journey to create powerful Machine Learning models that transform data into insights. 📊 Unveiling Performance Metrics: Learn how to gauge the effectiveness of your models using performance metrics, ensuring accuracy and reliability. 🎯 Selecting the Best ML Model: Understand the art of choosing the perfect ML model based on performance metrics, aligning your model with the problem at hand.
⏰ Dive deep into this comprehensive session to grasp the intricacies of feature selection, model creation, and performance assessment. These skills will empower you to transform data into actionable insights.
🌈 Ready to take your data skills to the next level? Hit play and join us as we explore the world of feature selection, ML models, and performance metrics – paving the way for advanced data analysis! 🎓🔍🔧
7. Model Hyperparameter Tuning
🚀 Day 7 of Bootcamp: Rainfall Prediction Project, Hyperparameter Tuning, and Model Deployment Intro! 📚
📢 Get ready for an exciting culmination as we embark on an end-to-end project! On this seventh day of Bootcamp, we're diving into Rainfall Prediction, Hyperparameter Tuning, and the basics of Model Deployment. Here's what's in store:
🌧️ Rainfall Prediction Project: Immerse yourself in a comprehensive project that puts your skills to the test, predicting rainfall using your newfound knowledge. 🔧 Hyperparameter Tuning: Explore the art of fine-tuning model settings for optimal performance, unlocking the full potential of your models. 🚀 Model Deployment Introduction: Get a sneak peek into the world of deploying your trained models, taking your projects beyond the realm of development.
⏰ Engage fully in this session to experience the thrill of a real-world project, fine-tuning models, and getting a glimpse of model deployment. These skills are your stepping stones to becoming a data science pro.
🌈 Ready to bring it all together? Hit play and join us as we round off Bootcamp with a dynamic project, hyperparameter tuning, and a glimpse into model deployment – marking the start of your journey into advanced data analysis! 🎓🌦️🔍🔧🚀