WebToolTip com Python Machine Learning all concepts | 6D6FF669F2A0C8529917916A738F15896D440AED

WebToolTip com Python Machine Learning all concepts

Name	[ WebToolTip.com ] Python Machine Learning -all concepts a-z	DOWNLOAD Copy Link Trouble downloading? see How To
Total Size	1.0 GB
Total Files	66
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Hash	6D6FF669F2A0C8529917916A738F15896D440AED

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Get Bonus Downloads Here.url	0.2 KB
/.../1 - Introduction to Machine Learning/
1. Course Introduction.mp4	40.4 MB
2. What is Machine Learning.mp4	7.3 MB
3. ML vs Traditional Programming.mp4	5.4 MB
4. Supervised Learning.mp4	4.3 MB
5. Unsupervised Learning.mp4	3.7 MB
6. Reinforcement Learning.mp4	4.2 MB
/.../10 - Feature Engineering/
39. Encoding Categorical Variables.mp4	22.6 MB
40. Handling Outliers.mp4	17.3 MB
41. Feature Scaling.mp4	27.5 MB
42. Creating New Features.mp4	21.9 MB
/.../11 - Saving & Loading Models/
43. Model Persistence.mp4	20.9 MB
44. Training Phase.mp4	20.6 MB
45. Saving with Pickle.mp4	10.7 MB
46. Using Joblib.mp4	8.4 MB
47. Loading for Prediction.mp4	29.7 MB
/.../12 - Practical ML Projects/
48. Practical ML Project- Live Example.mp4	37.4 MB
/.../13 - Deployment Basics/
49. What is Model Deployment.mp4	9.6 MB
50. Deployment Workflow 1. Save Trained Model.mp4	9.1 MB
51. Deployment Workflow 2. Create API Endpoint.mp4	1.5 MB
52. Deployment Workflow 3. Test Integration.mp4	5.6 MB
53. Deployment Workflow 4. Deploy to Production.mp4	5.0 MB
54. Introduction to FastAPI for ML.mp4	2.1 MB
/.../14 - Best Practices & ML Workflow/
55. Project Structure.mp4	6.8 MB
56. Ethical ML & Privacy.mp4	6.6 MB
57. Reproducibility.mp4	5.9 MB
58. Data Versioning.mp4	5.3 MB
59. Code Quality Standards.mp4	5.0 MB
60. Documentation Essentials.mp4	5.2 MB
/.../15 - Interview Preparation/
61. Fundamental Concepts.mp4	8.1 MB
62. Algorithm Deep Dives.mp4	4.5 MB
63. Practical Scenarios & Coding Challenges.mp4	8.0 MB
64. Common Interview Topics & Final Tips.mp4	8.2 MB
/.../2 - Python for Machine Learning/
7. Why Python for ML.mp4	5.7 MB
8. Python ML Ecosystem.mp4	17.9 MB
9. Installation & Environment Setup with practical Demo.mp4	29.7 MB
/.../3 - ML Libraries in Python/
10. ML Libraries in Python.mp4	11.1 MB
11. NumPy Basics.mp4	4.9 MB
12. Pandas Basics.mp4	4.0 MB
13. Scikit-Learn basics.mp4	3.7 MB
14. Matplotlib & Seaborn basics.mp4	3.5 MB
15. SciPy basics.mp4	2.9 MB
/.../4 - Data Handling & Preprocessing/
16. Loading & Inspecting Data.mp4	37.6 MB
17. Handling Missing Values & Feature Engineering.mp4	27.1 MB
18. Train-Test Split & Scaling Normalization.mp4	20.2 MB
/.../5 - Exploratory Data Analysis (EDA)/
19. Understanding Your Data.mp4	9.9 MB
20. Summary Statistics.mp4	11.2 MB
21. Data Visualisation Basics.mp4	20.2 MB
22. Scatter Plots & Bar Charts.mp4	14.1 MB
23. Correlation Analysis.mp4	20.0 MB
24. Distribution Plots.mp4	9.1 MB
/.../6 - Supervised Learning - Regression/
25. Understanding Regression Simple Linear Regression & Multiple Linear Regression.mp4	32.9 MB
26. Model Training & Evaluation.mp4	28.7 MB
27. MAE(Mean Absolute Error), MSE(Mean Squared Error), RMSE(Root Mean Squared Error).mp4	11.5 MB
/.../7 - Supervised Learning - Classification/
28. Logistic Regression.mp4	26.8 MB
29. K-Nearest Neighbors.mp4	38.3 MB
30. Decision Trees.mp4	16.5 MB
31. Random Forest.mp4	20.9 MB
32. Model Evaluation Metrics Accuracy, Precision, Recall, F1 Score.mp4	48.8 MB
/.../8 - Model Evaluation & Validation/
33. Confusion Matrix.mp4	58.0 MB
34. Cross-Validation.mp4	31.2 MB
35. Overfitting, Underfitting, Bias-Variance Tradeoff.mp4	24.8 MB
/9 - Unsupervised Learning/
36. K-Means Clustering.mp4	17.5 MB
37. Hierarchical Clustering.mp4	25.2 MB
38. Principal Component Analysis.mp4	27.9 MB
~Get Your Files Here !/
Bonus Resources.txt	0.1 KB
Total files 66