[ DevCourseWeb Com ] Udemy - Mastering Data Science, Machine Learning, and AI
File List
| File | Size |
|---|---|
| Get Bonus Downloads Here.url | 182 B |
| ~Get Your Files Here !/1. Introduction to Data Science/1. What is data science and why is it important.mp4 | 14.07 MB |
| ~Get Your Files Here !/1. Introduction to Data Science/2. The process of data science and its different stages.mp4 | 27.29 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 | 25.08 MB |
| ~Get Your Files Here !/10. Ethics and Bias in AI/1. The impact of AI on society and ethics.mp4 | 28.33 MB |
| ~Get Your Files Here !/10. Ethics and Bias in AI/2. Bias in AI and its implications.mp4 | 15.75 MB |
| ~Get Your Files Here !/10. Ethics and Bias in AI/3. Fairness and accountability in AI.mp4 | 13.97 MB |
| ~Get Your Files Here !/10. Ethics and Bias in AI/4. Best practices for avoiding bias in AI models.mp4 | 17.93 MB |
| ~Get Your Files Here !/11. Conclusion/1. Recap of key concepts and takeaways.mp4 | 13.05 MB |
| ~Get Your Files Here !/11. Conclusion/2. Opportunities and challenges in data science, machine learning, and AI.mp4 | 28.22 MB |
| ~Get Your Files Here !/11. Conclusion/3. Suggestions for further learning and resources.mp4 | 23.21 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 | 23.44 MB |
| ~Get Your Files Here !/2. Data Collection and Preprocessing/2. Understanding and cleaning data.mp4 | 21.82 MB |
| ~Get Your Files Here !/2. Data Collection and Preprocessing/3. Dealing with missing and duplicate values.mp4 | 15.53 MB |
| ~Get Your Files Here !/2. Data Collection and Preprocessing/4. Feature engineering and selection.mp4 | 20.74 MB |
| ~Get Your Files Here !/3. Exploratory Data Analysis/1. Univariate and multivariate analysis.mp4 | 22.77 MB |
| ~Get Your Files Here !/3. Exploratory Data Analysis/2. Data visualization techniques.mp4 | 18.27 MB |
| ~Get Your Files Here !/3. Exploratory Data Analysis/3. Identifying relationships and patterns in data.mp4 | 22.16 MB |
| ~Get Your Files Here !/4. Statistical Modeling/1. Overview of statistics and probability.mp4 | 25.05 MB |
| ~Get Your Files Here !/4. Statistical Modeling/2. Introduction to regression and classification models.mp4 | 9.09 MB |
| ~Get Your Files Here !/4. Statistical Modeling/3. Overfitting and underfitting.mp4 | 16.18 MB |
| ~Get Your Files Here !/4. Statistical Modeling/4. Model evaluation and selection.mp4 | 18.52 MB |
| ~Get Your Files Here !/5. Machine Learning/1. Introduction to machine learning.mp4 | 14.49 MB |
| ~Get Your Files Here !/5. Machine Learning/2. Different types of machine learning algorithms.mp4 | 24.39 MB |
| ~Get Your Files Here !/5. Machine Learning/3. Overfitting and regularization.mp4 | 9.46 MB |
| ~Get Your Files Here !/5. Machine Learning/4. Feature scaling and normalization.mp4 | 9.89 MB |
| ~Get Your Files Here !/6. Supervised Learning/1. Linear regression and logistic regression.mp4 | 13.76 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 | 9.84 MB |
| ~Get Your Files Here !/6. Supervised Learning/4. Neural networks and deep learning.mp4 | 14.05 MB |
| ~Get Your Files Here !/7. Unsupervised Learning/1. Clustering algorithms.mp4 | 17.04 MB |
| ~Get Your Files Here !/7. Unsupervised Learning/2. Dimensionality reduction.mp4 | 19.51 MB |
| ~Get Your Files Here !/7. Unsupervised Learning/3. Anomaly detection.mp4 | 18.11 MB |
| ~Get Your Files Here !/8. Reinforcement Learning/1. Markov decision processes.mp4 | 16.98 MB |
| ~Get Your Files Here !/8. Reinforcement Learning/2. Q-learning.mp4 | 11.36 MB |
| ~Get Your Files Here !/8. Reinforcement Learning/3. Policy gradient methods.mp4 | 19.28 MB |
| ~Get Your Files Here !/9. Artificial Intelligence/1. Definition and history of artificial intelligence.mp4 | 18.67 MB |
| ~Get Your Files Here !/9. Artificial Intelligence/2. Types of artificial intelligence and their applications.mp4 | 25.71 MB |
| ~Get Your Files Here !/9. Artificial Intelligence/3. Natural language processing and computer vision.mp4 | 10.99 MB |
| ~Get Your Files Here !/9. Artificial Intelligence/4. Overview of deep learning and its applications.mp4 | 17.64 MB |
| ~Get Your Files Here !/Bonus Resources.txt | 386 B |
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