IBM Introduction to Machine Learning Specialization 2024

Coursera - IBM Introduction to Machine Learning Specialization 2024-2

รับผิดชอบ	Narodom Guy
อัปเดตครั้งล่าสุด	04/07/2024
เวลาเสร็จสิ้น	19 นาที
สมาชิก	1

คอร์ส
รีวิว

01.1_course-introduction

1Lessons ·
- 01_course-introduction.mp4
01.2_introduction-to-artificial-intelligence-and-machine-learning

6Lessons · 10 นาที
- 01_introduction-to-artificial-intelligence-and-machine-learning.mp4
- 02_machine-learning-and-deep-learning.mp4
- 03_machine-learning-and-deep-learning-part-1.mp4
- 04_machine-learning-and-deep-learning-part-2.mp4
- 05_history-of-ai.mp4
- 06_history-of-machine-learning-and-deep-learning.mp4
01.3_modern-ai-applications-and-the-machine-learning-workflow

3Lessons ·
- 01_modern-ai.mp4
- 02_applications.mp4
- 03_machine-learning-workflow.mp4
02.1_retrieving-data

4Lessons ·
- 01_retrieving-data-from-csv-and-json-files.mp4
- 02_retrieving-data-from-databases-apis-and-the-cloud.mp4
- 04_optional-lab-solution-reading-data-jupyter-notebook-part-a.mp4
- 06_optional-lab-solution-reading-in-database-files-part-b.mp4
02.2_data-cleaning

3Lessons ·
- 01_data-cleaning.mp4
- 02_handling-missing-values-and-outliers.mp4
- 03_handling-missing-values-and-outliers-using-residuals.mp4
03.1_exploratory-data-analysis

7Lessons ·
- 01_introduction-to-exploratory-data-analysis-eda.mp4
- 02_eda-with-visualization.mp4
- 03_grouping-data-for-eda.mp4
- 05_optional-solution-eda-notebook-part-1.mp4
- 06_optional-solution-eda-notebook-part-2.mp4
- 07_optional-solution-eda-notebook-part-3.mp4
- 08_optional-solution-eda-notebook-part-4.mp4
03.2_feature-engineering-and-variable-transformation

8Lessons ·
- 01_feature-engineering-and-variable-transformation-background.mp4
- 02_variable-transformation.mp4
- 03_feature-encoding.mp4
- 04_feature-scaling.mp4
- 05_common-variable-transformations-in-python.mp4
- 07_optional-solution-feature-engineering-lab-part-1.mp4
- 08_optional-solution-feature-engineering-lab-part-2.mp4
- 09_optional-solution-feature-engineering-lab-part-3.mp4
04.1_estimation-and-inference-and-hypothesis-testing

6Lessons ·
- 01_estimation-and-inference-introduction.mp4
- 02_estimation-and-inference-example.mp4
- 03_estimation-and-inference-parametric-vs-non-parametric.mp4
- 04_estimation-and-inference-commonly-used-distributions.mp4
- 05_curse-of-dimensionality-notebook-part-3.mp4
- 06_mean-shift.mp4
01.1_introduction-to-unsupervised-learning

4Lessons ·
- 01_course-introduction.mp4
- 02_introduction-to-unsupervised-learning-overview.mp4
- 03_introduction-to-unsupervised-learning-use-cases-of-clustering.mp4
- 04_introduction-to-clustering.mp4
01.2_k-means-clustering

7Lessons · 4 นาที
- 01_k-means.mp4
- 02_k-means-initialization.mp4
- 03_selecting-the-right-number-of-clusters-in-k-means.mp4
- 04_elbow-method-and-applying-k-means.mp4
- 05_optional-k-means-notebook-part-1.mp4
- 06_k-means-notebook-part-2.mp4
- 07_optional-k-means-notebook-part-3.mp4
02.1_computational-hurdles-of-clustering-algorithms

6Lessons ·
- 01_distance-metrics-euclidean-and-manhattan-distance.mp4
- 02_distance-metrics-cosine-and-jaccard-distance.mp4
- 03_curse-of-dimensionality-notebook-part-1.mp4
- 04_curse-of-dimensionality-notebook-part-2.mp4
- 05_curse-of-dimensionality-notebook-part-3.mp4
- 06_curse-of-dimensionality-notebook-part-4.mp4
03.1_common-clustering-algorithms

6Lessons · 5 นาที
- 01_hierarchical-agglomerative-clustering.mp4
- 02_hierarchical-agglomerative-clustering-hierarchical-linkage-types.mp4
- 03_applying-hierarchical-agglomerative-clustering.mp4
- 04_dbscan.mp4
- 05_visualizing-dbscan.mp4
- 06_mean-shift.mp4
03.2_comparing-clustering-algorithms

5Lessons ·
- 01_comparing-algorithms.mp4
- 02_clustering-notebook-part-1.mp4
- 03_clustering-notebook-part-2.mp4
- 04_optional-clustering-notebook-part-3.mp4
- 05_clustering-notebook-part-4.mp4
05.1_kernel-principal-component-analysis-and-multidimensional-scaling

2Lessons ·
- 01_kernel-principal-component-analysis-and-multidimensional-scaling.mp4
- 02_dimensionality-reduction-notebook-part-3.mp4
06.1_matrix-factorization

3Lessons ·
- 01_non-negative-matrix-factorization.mp4
- 02_non-negative-matrix-factorization-notebook-part-1.mp4
- 03_non-negative-matrix-factorization-notebook-part-2.mp4