Welcome to the Ultimate Machine Learning Crash Course for Data Analysts, Data Scientists and AI/ML Engineer. Looking to learn machine learning from scratch without getting lost in equations and theory? This FREE crash course is designed for data analysts, data scientists, and beginners who want to master real-world ML algorithms and implement them in Python step-by-step. Whether you're preparing for a job interview, building a portfolio, or upgrading your skills this course is all you need. Prerequisite (FREE Statistics Crash Course): https://youtu.be/S7LvZZNq4ys 🔍 What You'll Learn in This Video: 02:04 What is Machine Learning? 13:29 Machine Learning Lifecycle | Machine Learning Pipeline 19:17 Feature Engineering 28:22 Feature Transformation | Feature Encoding 44:03 Feature Scaling 54:24 Feature Extraction 1:03:44 Regression Algorithm 1:10:26 Linear Regression 1:23:15 Polynomial Regression 1:28:23 Regularization | L1 and L2 Regularization | Elasticnet Regularization 1:42:52 Classification Algorithm 1:48:29 Logistic Regression 1:56:44 Decision Tree Algorithm 2:20:52 Support Vector Machine 2:38:07 K Nearest Neighbors 2:51:33 Classification Implementation using Python 3:03:53 Bias Variance Tradeoff 3:15:57 Bagging and Boosting | Ensemble Model | Random Forest | XGBoost 3:31:19 Clustering Algorithm 3:50:51 K Means Clustering 4:00:32 DBSCAN Clustering | HDBSCAN 4:09:44 Clustering using Python 4:14:17 Principal Component Analysis 4:27:11 Feature Selection 4:50:26 Hyperparameter Tuning | GridSearchCV | Cross Validation ✅ Job Preparation and Interview Guide: https://topmate.io/ayushi_mishra/842027 📚 RESOURCES (Machine Learning eBook + Practice Code Bundle) : https://topmate.io/ayushi_mishra/1593761 All Practise dataset as shown in crash course: https://topmate.io/ayushi_mishra/1594555 ➖➖➖➖➖➖➖➖➖➖➖➖ 🔥 Subscribe for more data analyst tips, projects, and career advice: https://bit.ly/48MFgCf 🔥 Book 1:1 call with me (Career Guidance, Resume Review, LinkedIn Profile Review) : https://topmate.io/ayushi_mishra/133733 ➖➖➖➖➖➖➖➖➖➖➖➖➖ ✅ 7+Data Analysis Portfolio Ready Projects Resources: https://topmate.io/ayushi_mishra ➖➖➖➖➖➖➖➖➖➖➖➖➖ Follow me on: ✅LinkedIn: https://www.linkedin.com/in/ayushi-mishra-30813b174 ✅Instagram: https://www.instagram.com/techie.data/ #machinelearning