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Udemy - Mastering Data Science, Machine Learning, And AI
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FILE LIST
Filename
Size
~Get Your Files Here !/1. Introduction to Data Science/1. What is data science and why is it important.mp4
14.1 MB
~Get Your Files Here !/1. Introduction to Data Science/2. The process of data science and its different stages.mp4
27.3 MB
~Get Your Files Here !/1. Introduction to Data Science/3. Different fields that use data science and examples of real-world applications.mp4
26.4 MB
~Get Your Files Here !/1. Introduction to Data Science/4. Overview of the tools and techniques used in data science.mp4
25.1 MB
~Get Your Files Here !/10. Ethics and Bias in AI/1. The impact of AI on society and ethics.mp4
28.3 MB
~Get Your Files Here !/10. Ethics and Bias in AI/2. Bias in AI and its implications.mp4
15.7 MB
~Get Your Files Here !/10. Ethics and Bias in AI/3. Fairness and accountability in AI.mp4
14 MB
~Get Your Files Here !/10. Ethics and Bias in AI/4. Best practices for avoiding bias in AI models.mp4
17.9 MB
~Get Your Files Here !/11. Conclusion/1. Recap of key concepts and takeaways.mp4
13 MB
~Get Your Files Here !/11. Conclusion/2. Opportunities and challenges in data science, machine learning, and AI.mp4
28.2 MB
~Get Your Files Here !/11. Conclusion/3. Suggestions for further learning and resources.mp4
23.2 MB
~Get Your Files Here !/11. Conclusion/4. Quiz.html
197 B
~Get Your Files Here !/2. Data Collection and Preprocessing/1. Sources of data and methods of collecting data.mp4
23.4 MB
~Get Your Files Here !/2. Data Collection and Preprocessing/2. Understanding and cleaning data.mp4
21.8 MB
~Get Your Files Here !/2. Data Collection and Preprocessing/3. Dealing with missing and duplicate values.mp4
15.5 MB
~Get Your Files Here !/2. Data Collection and Preprocessing/4. Feature engineering and selection.mp4
20.7 MB
~Get Your Files Here !/3. Exploratory Data Analysis/1. Univariate and multivariate analysis.mp4
22.8 MB
~Get Your Files Here !/3. Exploratory Data Analysis/2. Data visualization techniques.mp4
18.3 MB
~Get Your Files Here !/3. Exploratory Data Analysis/3. Identifying relationships and patterns in data.mp4
22.2 MB
~Get Your Files Here !/4. Statistical Modeling/1. Overview of statistics and probability.mp4
25 MB
~Get Your Files Here !/4. Statistical Modeling/2. Introduction to regression and classification models.mp4
9.1 MB
~Get Your Files Here !/4. Statistical Modeling/3. Overfitting and underfitting.mp4
16.2 MB
~Get Your Files Here !/4. Statistical Modeling/4. Model evaluation and selection.mp4
18.5 MB
~Get Your Files Here !/5. Machine Learning/1. Introduction to machine learning.mp4
14.5 MB
~Get Your Files Here !/5. Machine Learning/2. Different types of machine learning algorithms.mp4
24.4 MB
~Get Your Files Here !/5. Machine Learning/3. Overfitting and regularization.mp4
9.5 MB
~Get Your Files Here !/5. Machine Learning/4. Feature scaling and normalization.mp4
9.9 MB
~Get Your Files Here !/6. Supervised Learning/1. Linear regression and logistic regression.mp4
13.8 MB
~Get Your Files Here !/6. Supervised Learning/2. Decision trees and random forests.mp4
14.4 MB
~Get Your Files Here !/6. Supervised Learning/3. Support vector machines.mp4
9.8 MB
~Get Your Files Here !/6. Supervised Learning/4. Neural networks and deep learning.mp4
14 MB
~Get Your Files Here !/7. Unsupervised Learning/1. Clustering algorithms.mp4
17 MB
~Get Your Files Here !/7. Unsupervised Learning/2. Dimensionality reduction.mp4
19.5 MB
~Get Your Files Here !/7. Unsupervised Learning/3. Anomaly detection.mp4
18.1 MB
~Get Your Files Here !/8. Reinforcement Learning/1. Markov decision processes.mp4
17 MB
~Get Your Files Here !/8. Reinforcement Learning/2. Q-learning.mp4
11.4 MB
~Get Your Files Here !/8. Reinforcement Learning/3. Policy gradient methods.mp4
19.3 MB
~Get Your Files Here !/9. Artificial Intelligence/1. Definition and history of artificial intelligence.mp4
18.7 MB
~Get Your Files Here !/9. Artificial Intelligence/2. Types of artificial intelligence and their applications.mp4
25.7 MB
~Get Your Files Here !/9. Artificial Intelligence/3. Natural language processing and computer vision.mp4
11 MB
~Get Your Files Here !/9. Artificial Intelligence/4. Overview of deep learning and its applications.mp4
