[ WebToolTip.com ] Python Machine Learning -all concepts a-z

File Name

Size

Get Bonus Downloads Here.url

180 B

~Get Your Files Here !/1 - Introduction to Machine Learning/1. Course Introduction.mp4

39 MB

~Get Your Files Here !/1 - Introduction to Machine Learning/2. What is Machine Learning.mp4

7.0 MB

~Get Your Files Here !/1 - Introduction to Machine Learning/3. ML vs Traditional Programming.mp4

5.1 MB

~Get Your Files Here !/1 - Introduction to Machine Learning/4. Supervised Learning.mp4

4.1 MB

~Get Your Files Here !/1 - Introduction to Machine Learning/5. Unsupervised Learning.mp4

3.5 MB

~Get Your Files Here !/1 - Introduction to Machine Learning/6. Reinforcement Learning.mp4

4.0 MB

~Get Your Files Here !/10 - Feature Engineering/39. Encoding Categorical Variables.mp4

22 MB

~Get Your Files Here !/10 - Feature Engineering/40. Handling Outliers.mp4

16 MB

~Get Your Files Here !/10 - Feature Engineering/41. Feature Scaling.mp4

26 MB

~Get Your Files Here !/10 - Feature Engineering/42. Creating New Features.mp4

21 MB

~Get Your Files Here !/11 - Saving & Loading Models/43. Model Persistence.mp4

20 MB

~Get Your Files Here !/11 - Saving & Loading Models/44. Training Phase.mp4

20 MB

~Get Your Files Here !/11 - Saving & Loading Models/45. Saving with Pickle.mp4

10 MB

~Get Your Files Here !/11 - Saving & Loading Models/46. Using Joblib.mp4

8.0 MB

~Get Your Files Here !/11 - Saving & Loading Models/47. Loading for Prediction.mp4

28 MB

~Get Your Files Here !/12 - Practical ML Projects/48. Practical ML Project- Live Example.mp4

36 MB

~Get Your Files Here !/13 - Deployment Basics/49. What is Model Deployment.mp4

9.2 MB

~Get Your Files Here !/13 - Deployment Basics/50. Deployment Workflow 1. Save Trained Model.mp4

8.7 MB

~Get Your Files Here !/13 - Deployment Basics/51. Deployment Workflow 2. Create API Endpoint.mp4

1.4 MB

~Get Your Files Here !/13 - Deployment Basics/52. Deployment Workflow 3. Test Integration.mp4

5.4 MB

~Get Your Files Here !/13 - Deployment Basics/53. Deployment Workflow 4. Deploy to Production.mp4

4.8 MB

~Get Your Files Here !/13 - Deployment Basics/54. Introduction to FastAPI for ML.mp4

2.0 MB

~Get Your Files Here !/14 - Best Practices & ML Workflow/55. Project Structure.mp4

6.5 MB

~Get Your Files Here !/14 - Best Practices & ML Workflow/56. Ethical ML & Privacy.mp4

6.3 MB

~Get Your Files Here !/14 - Best Practices & ML Workflow/57. Reproducibility.mp4

5.6 MB

~Get Your Files Here !/14 - Best Practices & ML Workflow/58. Data Versioning.mp4

5.0 MB

~Get Your Files Here !/14 - Best Practices & ML Workflow/59. Code Quality Standards.mp4

4.7 MB

~Get Your Files Here !/14 - Best Practices & ML Workflow/60. Documentation Essentials.mp4

4.9 MB

~Get Your Files Here !/15 - Interview Preparation/61. Fundamental Concepts.mp4

7.7 MB

~Get Your Files Here !/15 - Interview Preparation/62. Algorithm Deep Dives.mp4

4.3 MB

~Get Your Files Here !/15 - Interview Preparation/63. Practical Scenarios & Coding Challenges.mp4

7.6 MB

~Get Your Files Here !/15 - Interview Preparation/64. Common Interview Topics & Final Tips.mp4

7.8 MB

~Get Your Files Here !/2 - Python for Machine Learning/7. Why Python for ML.mp4

5.4 MB

~Get Your Files Here !/2 - Python for Machine Learning/8. Python ML Ecosystem.mp4

17 MB

~Get Your Files Here !/2 - Python for Machine Learning/9. Installation & Environment Setup with practical Demo.mp4

28 MB

~Get Your Files Here !/3 - ML Libraries in Python/10. ML Libraries in Python.mp4

11 MB

~Get Your Files Here !/3 - ML Libraries in Python/11. NumPy Basics.mp4

4.7 MB

~Get Your Files Here !/3 - ML Libraries in Python/12. Pandas Basics.mp4

3.8 MB

~Get Your Files Here !/3 - ML Libraries in Python/13. Scikit-Learn basics.mp4

3.5 MB

~Get Your Files Here !/3 - ML Libraries in Python/14. Matplotlib & Seaborn basics.mp4

3.4 MB

~Get Your Files Here !/3 - ML Libraries in Python/15. SciPy basics.mp4

2.7 MB

~Get Your Files Here !/4 - Data Handling & Preprocessing/16. Loading & Inspecting Data.mp4

36 MB

~Get Your Files Here !/4 - Data Handling & Preprocessing/17. Handling Missing Values & Feature Engineering.mp4

26 MB

~Get Your Files Here !/4 - Data Handling & Preprocessing/18. Train-Test Split & Scaling Normalization.mp4

19 MB

~Get Your Files Here !/5 - Exploratory Data Analysis (EDA)/19. Understanding Your Data.mp4

9.4 MB

~Get Your Files Here !/5 - Exploratory Data Analysis (EDA)/20. Summary Statistics.mp4

11 MB

~Get Your Files Here !/5 - Exploratory Data Analysis (EDA)/21. Data Visualisation Basics.mp4

19 MB

~Get Your Files Here !/5 - Exploratory Data Analysis (EDA)/22. Scatter Plots & Bar Charts.mp4

13 MB

~Get Your Files Here !/5 - Exploratory Data Analysis (EDA)/23. Correlation Analysis.mp4

19 MB

~Get Your Files Here !/5 - Exploratory Data Analysis (EDA)/24. Distribution Plots.mp4

8.6 MB

~Get Your Files Here !/6 - Supervised Learning - Regression/25. Understanding Regression Simple Linear Regression & Multiple Linear Regression.mp4

31 MB

~Get Your Files Here !/6 - Supervised Learning - Regression/26. Model Training & Evaluation.mp4

27 MB

~Get Your Files Here !/6 - Supervised Learning - Regression/27. MAE(Mean Absolute Error), MSE(Mean Squared Error), RMSE(Root Mean Squared Error).mp4

11 MB

~Get Your Files Here !/7 - Supervised Learning - Classification/28. Logistic Regression.mp4

26 MB

~Get Your Files Here !/7 - Supervised Learning - Classification/29. K-Nearest Neighbors.mp4

37 MB

~Get Your Files Here !/7 - Supervised Learning - Classification/30. Decision Trees.mp4

16 MB

~Get Your Files Here !/7 - Supervised Learning - Classification/31. Random Forest.mp4

20 MB

~Get Your Files Here !/7 - Supervised Learning - Classification/32. Model Evaluation Metrics Accuracy, Precision, Recall, F1 Score.mp4

46 MB

~Get Your Files Here !/8 - Model Evaluation & Validation/33. Confusion Matrix.mp4

55 MB

~Get Your Files Here !/8 - Model Evaluation & Validation/34. Cross-Validation.mp4

30 MB

~Get Your Files Here !/8 - Model Evaluation & Validation/35. Overfitting, Underfitting, Bias-Variance Tradeoff.mp4

24 MB

~Get Your Files Here !/9 - Unsupervised Learning/36. K-Means Clustering.mp4

17 MB

~Get Your Files Here !/9 - Unsupervised Learning/37. Hierarchical Clustering.mp4

24 MB

~Get Your Files Here !/9 - Unsupervised Learning/38. Principal Component Analysis.mp4

27 MB

~Get Your Files Here !/Bonus Resources.txt

70 B