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[FreeCourseLab.com] Udemy - Machine Learning, Data Science and Deep Learning with Python
大小 7.38 GB
文件数 188
Info Hash: 29F6A107892304CE88E97CDFD00E87C24F5FADB6
收录时间 2026-01-16 23:15:18
更新时间 2026-01-16 23:15:18
文件列表 (188)
1. Getting Started/1. Introduction.mp4
59.6 MB
1. Getting Started/1. Introduction.vtt
4.24 KB
1. Getting Started/2. Udemy 101 Getting the Most From This Course.mp4
19.78 MB
1. Getting Started/2. Udemy 101 Getting the Most From This Course.vtt
3.56 KB
1. Getting Started/3. [Activity] Getting What You Need.mp4
28.06 MB
1. Getting Started/3. [Activity] Getting What You Need.vtt
4.22 KB
1. Getting Started/3.1 Course Facebook Group.html
109 B
1. Getting Started/3.2 Course materials and setup steps.html
100 B
1. Getting Started/4. [Activity] Installing Enthought Canopy.mp4
109.01 MB
1. Getting Started/4. [Activity] Installing Enthought Canopy.vtt
12.43 KB
1. Getting Started/4.1 Enthought Canopy website.html
86 B
1. Getting Started/5. Python Basics, Part 1 [Optional].mp4
133.83 MB
1. Getting Started/5. Python Basics, Part 1 [Optional].vtt
32.14 KB
1. Getting Started/6. [Activity] Python Basics, Part 2 [Optional].mp4
77.2 MB
1. Getting Started/6. [Activity] Python Basics, Part 2 [Optional].vtt
18.92 KB
1. Getting Started/7. Running Python Scripts [Optional].mp4
44.7 MB
1. Getting Started/7. Running Python Scripts [Optional].vtt
8.16 KB
1. Getting Started/8. Introducing the Pandas Library [Optional].mp4
127.88 MB
1. Getting Started/8. Introducing the Pandas Library [Optional].vtt
15.74 KB
10. Deep Learning and Neural Networks/1. Deep Learning Pre-Requisites.mp4
67.87 MB
10. Deep Learning and Neural Networks/1. Deep Learning Pre-Requisites.vtt
17.14 KB
10. Deep Learning and Neural Networks/10. Convolutional Neural Networks (CNN's).mp4
93.09 MB
10. Deep Learning and Neural Networks/10. Convolutional Neural Networks (CNN's).vtt
17.55 KB
10. Deep Learning and Neural Networks/11. [Activity] Using CNN's for handwriting recognition.mp4
80.8 MB
10. Deep Learning and Neural Networks/11. [Activity] Using CNN's for handwriting recognition.vtt
16.3 KB
10. Deep Learning and Neural Networks/12. Recurrent Neural Networks (RNN's).mp4
69.17 MB
10. Deep Learning and Neural Networks/12. Recurrent Neural Networks (RNN's).vtt
16.33 KB
10. Deep Learning and Neural Networks/13. [Activity] Using a RNN for sentiment analysis.mp4
94.77 MB
10. Deep Learning and Neural Networks/13. [Activity] Using a RNN for sentiment analysis.vtt
20.7 KB
10. Deep Learning and Neural Networks/14. The Ethics of Deep Learning.mp4
128.25 MB
10. Deep Learning and Neural Networks/14. The Ethics of Deep Learning.vtt
17.46 KB
10. Deep Learning and Neural Networks/15. Learning More about Deep Learning.mp4
38.65 MB
10. Deep Learning and Neural Networks/15. Learning More about Deep Learning.vtt
2.75 KB
10. Deep Learning and Neural Networks/2. The History of Artificial Neural Networks.mp4
79.99 MB
10. Deep Learning and Neural Networks/2. The History of Artificial Neural Networks.vtt
16.76 KB
10. Deep Learning and Neural Networks/3. [Activity] Deep Learning in the Tensorflow Playground.mp4
141.58 MB
10. Deep Learning and Neural Networks/3. [Activity] Deep Learning in the Tensorflow Playground.vtt
17.07 KB
10. Deep Learning and Neural Networks/4. Deep Learning Details.mp4
64.22 MB
10. Deep Learning and Neural Networks/4. Deep Learning Details.vtt
14.85 KB
10. Deep Learning and Neural Networks/5. Introducing Tensorflow.mp4
96.39 MB
10. Deep Learning and Neural Networks/5. Introducing Tensorflow.vtt
19.71 KB
10. Deep Learning and Neural Networks/6. [Activity] Using Tensorflow, Part 1.mp4
102.32 MB
10. Deep Learning and Neural Networks/6. [Activity] Using Tensorflow, Part 1.vtt
19.32 KB
10. Deep Learning and Neural Networks/7. [Activity] Using Tensorflow, Part 2.mp4
133.62 MB
10. Deep Learning and Neural Networks/7. [Activity] Using Tensorflow, Part 2.vtt
19.43 KB
10. Deep Learning and Neural Networks/8. [Activity] Introducing Keras.mp4
107.45 MB
10. Deep Learning and Neural Networks/8. [Activity] Introducing Keras.vtt
28.58 KB
10. Deep Learning and Neural Networks/9. [Activity] Using Keras to Predict Political Affiliations.mp4
104.32 MB
10. Deep Learning and Neural Networks/9. [Activity] Using Keras to Predict Political Affiliations.vtt
26.11 KB
11. Final Project/1. Your final project assignment.mp4
58.9 MB
11. Final Project/1. Your final project assignment.vtt
10.13 KB
11. Final Project/2. Final project review.mp4
98.5 MB
11. Final Project/2. Final project review.vtt
22.16 KB
12. You made it!/1. More to Explore.mp4
64.07 MB
12. You made it!/1. More to Explore.vtt
6.62 KB
12. You made it!/2. Don't Forget to Leave a Rating!.html
564 B
12. You made it!/3. Bonus Lecture Discounts to continue your journey!.html
7.41 KB
2. Statistics and Probability Refresher, and Python Practise/1. Types of Data.mp4
77.25 MB
2. Statistics and Probability Refresher, and Python Practise/1. Types of Data.vtt
14.69 KB
2. Statistics and Probability Refresher, and Python Practise/10. [Exercise] Conditional Probability.mp4
130.37 MB
2. Statistics and Probability Refresher, and Python Practise/10. [Exercise] Conditional Probability.vtt
23.28 KB
2. Statistics and Probability Refresher, and Python Practise/11. Exercise Solution Conditional Probability of Purchase by Age.mp4
28.74 MB
2. Statistics and Probability Refresher, and Python Practise/11. Exercise Solution Conditional Probability of Purchase by Age.vtt
4.47 KB
2. Statistics and Probability Refresher, and Python Practise/12. Bayes' Theorem.mp4
58.9 MB
2. Statistics and Probability Refresher, and Python Practise/12. Bayes' Theorem.vtt
10.44 KB
2. Statistics and Probability Refresher, and Python Practise/2. Mean, Median, Mode.mp4
56.15 MB
2. Statistics and Probability Refresher, and Python Practise/2. Mean, Median, Mode.vtt
11.75 KB
2. Statistics and Probability Refresher, and Python Practise/3. [Activity] Using mean, median, and mode in Python.mp4
92.74 MB
2. Statistics and Probability Refresher, and Python Practise/3. [Activity] Using mean, median, and mode in Python.vtt
16.53 KB
2. Statistics and Probability Refresher, and Python Practise/4. [Activity] Variation and Standard Deviation.mp4
110.86 MB
2. Statistics and Probability Refresher, and Python Practise/4. [Activity] Variation and Standard Deviation.vtt
23.29 KB
2. Statistics and Probability Refresher, and Python Practise/5. Probability Density Function; Probability Mass Function.mp4
30.07 MB
2. Statistics and Probability Refresher, and Python Practise/5. Probability Density Function; Probability Mass Function.vtt
6.93 KB
2. Statistics and Probability Refresher, and Python Practise/6. Common Data Distributions.mp4
75.37 MB
2. Statistics and Probability Refresher, and Python Practise/6. Common Data Distributions.vtt
14.57 KB
2. Statistics and Probability Refresher, and Python Practise/7. [Activity] Percentiles and Moments.mp4
114.05 MB
2. Statistics and Probability Refresher, and Python Practise/7. [Activity] Percentiles and Moments.vtt
25.49 KB
2. Statistics and Probability Refresher, and Python Practise/8. [Activity] A Crash Course in matplotlib.mp4
129.36 MB
2. Statistics and Probability Refresher, and Python Practise/8. [Activity] A Crash Course in matplotlib.vtt
25.83 KB
2. Statistics and Probability Refresher, and Python Practise/9. [Activity] Covariance and Correlation.mp4
116.75 MB
2. Statistics and Probability Refresher, and Python Practise/9. [Activity] Covariance and Correlation.vtt
23.43 KB
3. Predictive Models/1. [Activity] Linear Regression.mp4
100.47 MB
3. Predictive Models/1. [Activity] Linear Regression.vtt
23.14 KB
3. Predictive Models/2. [Activity] Polynomial Regression.mp4
66.77 MB
3. Predictive Models/2. [Activity] Polynomial Regression.vtt
15.92 KB
3. Predictive Models/3. [Activity] Multivariate Regression, and Predicting Car Prices.mp4
123.78 MB
3. Predictive Models/3. [Activity] Multivariate Regression, and Predicting Car Prices.vtt
22.65 KB
3. Predictive Models/4. Multi-Level Models.mp4
47.47 MB
3. Predictive Models/4. Multi-Level Models.vtt
9.7 KB
4. Machine Learning with Python/1. Supervised vs. Unsupervised Learning, and TrainTest.mp4
98.62 MB
4. Machine Learning with Python/1. Supervised vs. Unsupervised Learning, and TrainTest.vtt
18.93 KB
4. Machine Learning with Python/10. [Activity] Decision Trees Predicting Hiring Decisions.mp4
95.95 MB
4. Machine Learning with Python/10. [Activity] Decision Trees Predicting Hiring Decisions.vtt
20.26 KB
4. Machine Learning with Python/11. Ensemble Learning.mp4
65.22 MB
4. Machine Learning with Python/11. Ensemble Learning.vtt
13.15 KB
4. Machine Learning with Python/12. Support Vector Machines (SVM) Overview.mp4
44.74 MB
4. Machine Learning with Python/12. Support Vector Machines (SVM) Overview.vtt
9 KB
4. Machine Learning with Python/13. [Activity] Using SVM to cluster people using scikit-learn.mp4
54.98 MB
4. Machine Learning with Python/13. [Activity] Using SVM to cluster people using scikit-learn.vtt
10.81 KB
4. Machine Learning with Python/2. [Activity] Using TrainTest to Prevent Overfitting a Polynomial Regression.mp4
58.14 MB
4. Machine Learning with Python/2. [Activity] Using TrainTest to Prevent Overfitting a Polynomial Regression.vtt
11.89 KB
4. Machine Learning with Python/3. Bayesian Methods Concepts.mp4
40.72 MB
4. Machine Learning with Python/3. Bayesian Methods Concepts.vtt
8.04 KB
4. Machine Learning with Python/4. [Activity] Implementing a Spam Classifier with Naive Bayes.mp4
89.09 MB
4. Machine Learning with Python/4. [Activity] Implementing a Spam Classifier with Naive Bayes.vtt
15.79 KB
4. Machine Learning with Python/5. K-Means Clustering.mp4
71.95 MB
4. Machine Learning with Python/5. K-Means Clustering.vtt
15.55 KB
4. Machine Learning with Python/6. [Activity] Clustering people based on income and age.mp4
57.3 MB
4. Machine Learning with Python/6. [Activity] Clustering people based on income and age.vtt
10.49 KB
4. Machine Learning with Python/7. Measuring Entropy.mp4
34.98 MB
4. Machine Learning with Python/7. Measuring Entropy.vtt
6.31 KB
4. Machine Learning with Python/8. [Activity] Install GraphViz.html
1.5 KB
4. Machine Learning with Python/9. Decision Trees Concepts.mp4
86.53 MB
4. Machine Learning with Python/9. Decision Trees Concepts.vtt
19.05 KB
5. Recommender Systems/1. User-Based Collaborative Filtering.mp4
86.37 MB
5. Recommender Systems/1. User-Based Collaborative Filtering.vtt
17.53 KB
5. Recommender Systems/2. Item-Based Collaborative Filtering.mp4
75.01 MB
5. Recommender Systems/2. Item-Based Collaborative Filtering.vtt
18.07 KB
5. Recommender Systems/3. [Activity] Finding Movie Similarities.mp4
107.83 MB
5. Recommender Systems/3. [Activity] Finding Movie Similarities.vtt
18.17 KB
5. Recommender Systems/4. [Activity] Improving the Results of Movie Similarities.mp4
94.87 MB
5. Recommender Systems/4. [Activity] Improving the Results of Movie Similarities.vtt
15.2 KB
5. Recommender Systems/5. [Activity] Making Movie Recommendations to People.mp4
132.55 MB
5. Recommender Systems/5. [Activity] Making Movie Recommendations to People.vtt
20.46 KB
5. Recommender Systems/6. [Exercise] Improve the recommender's results.mp4
84.24 MB
5. Recommender Systems/6. [Exercise] Improve the recommender's results.vtt
11.97 KB
6. More Data Mining and Machine Learning Techniques/1. K-Nearest-Neighbors Concepts.mp4
40.28 MB
6. More Data Mining and Machine Learning Techniques/1. K-Nearest-Neighbors Concepts.vtt
8.12 KB
6. More Data Mining and Machine Learning Techniques/2. [Activity] Using KNN to predict a rating for a movie.mp4
142.07 MB
6. More Data Mining and Machine Learning Techniques/2. [Activity] Using KNN to predict a rating for a movie.vtt
25.63 KB
6. More Data Mining and Machine Learning Techniques/3. Dimensionality Reduction; Principal Component Analysis.mp4
67.75 MB
6. More Data Mining and Machine Learning Techniques/3. Dimensionality Reduction; Principal Component Analysis.vtt
11.18 KB
6. More Data Mining and Machine Learning Techniques/4. [Activity] PCA Example with the Iris data set.mp4
109.73 MB
6. More Data Mining and Machine Learning Techniques/4. [Activity] PCA Example with the Iris data set.vtt
19.07 KB
6. More Data Mining and Machine Learning Techniques/5. Data Warehousing Overview ETL and ELT.mp4
103.34 MB
6. More Data Mining and Machine Learning Techniques/5. Data Warehousing Overview ETL and ELT.vtt
17.83 KB
6. More Data Mining and Machine Learning Techniques/6. Reinforcement Learning.mp4
132.27 MB
6. More Data Mining and Machine Learning Techniques/6. Reinforcement Learning.vtt
25.68 KB
6. More Data Mining and Machine Learning Techniques/6.1 Cat and Mouse Example.html
140 B
6. More Data Mining and Machine Learning Techniques/6.2 Pac-Man Example.html
145 B
6. More Data Mining and Machine Learning Techniques/6.3 Python Markov Decision Process Toolbox.html
119 B
7. Dealing with Real-World Data/1. BiasVariance Tradeoff.mp4
66.31 MB
7. Dealing with Real-World Data/1. BiasVariance Tradeoff.vtt
13.04 KB
7. Dealing with Real-World Data/2. [Activity] K-Fold Cross-Validation to avoid overfitting.mp4
102.34 MB
7. Dealing with Real-World Data/2. [Activity] K-Fold Cross-Validation to avoid overfitting.vtt
22.14 KB
7. Dealing with Real-World Data/3. Data Cleaning and Normalization.mp4
78.75 MB
7. Dealing with Real-World Data/3. Data Cleaning and Normalization.vtt
15.48 KB
7. Dealing with Real-World Data/4. [Activity] Cleaning web log data.mp4
129.39 MB
7. Dealing with Real-World Data/4. [Activity] Cleaning web log data.vtt
21.5 KB
7. Dealing with Real-World Data/5. Normalizing numerical data.mp4
38.21 MB
7. Dealing with Real-World Data/5. Normalizing numerical data.vtt
7 KB
7. Dealing with Real-World Data/6. [Activity] Detecting outliers.mp4
83.6 MB
7. Dealing with Real-World Data/6. [Activity] Detecting outliers.vtt
13.99 KB
8. Apache Spark Machine Learning on Big Data/1. Warning about Java 11 and Spark 2.4!.html
615 B
8. Apache Spark Machine Learning on Big Data/10. TF IDF.mp4
68.85 MB
8. Apache Spark Machine Learning on Big Data/10. TF IDF.vtt
12.71 KB
8. Apache Spark Machine Learning on Big Data/11. [Activity] Searching Wikipedia with Spark.mp4
111.51 MB
8. Apache Spark Machine Learning on Big Data/11. [Activity] Searching Wikipedia with Spark.vtt
13.99 KB
8. Apache Spark Machine Learning on Big Data/12. [Activity] Using the Spark 2.0 DataFrame API for MLLib.mp4
113.82 MB
8. Apache Spark Machine Learning on Big Data/12. [Activity] Using the Spark 2.0 DataFrame API for MLLib.vtt
15.78 KB
8. Apache Spark Machine Learning on Big Data/2. Spark installation notes for MacOS and Linux users.html
3.48 KB
8. Apache Spark Machine Learning on Big Data/3. [Activity] Installing Spark - Part 1.mp4
87.37 MB
8. Apache Spark Machine Learning on Big Data/3. [Activity] Installing Spark - Part 1.vtt
15.07 KB
8. Apache Spark Machine Learning on Big Data/3.1 winutils.exe.html
108 B
8. Apache Spark Machine Learning on Big Data/4. [Activity] Installing Spark - Part 2.mp4
172.29 MB
8. Apache Spark Machine Learning on Big Data/4. [Activity] Installing Spark - Part 2.vtt
25.59 KB
8. Apache Spark Machine Learning on Big Data/4.1 winutils.exe.html
108 B
8. Apache Spark Machine Learning on Big Data/5. Spark Introduction.mp4
89.87 MB
8. Apache Spark Machine Learning on Big Data/5. Spark Introduction.vtt
19.18 KB
8. Apache Spark Machine Learning on Big Data/6. Spark and the Resilient Distributed Dataset (RDD).mp4
98.52 MB
8. Apache Spark Machine Learning on Big Data/6. Spark and the Resilient Distributed Dataset (RDD).vtt
22.17 KB
8. Apache Spark Machine Learning on Big Data/7. Introducing MLLib.mp4
54.75 MB
8. Apache Spark Machine Learning on Big Data/7. Introducing MLLib.vtt
10.43 KB
8. Apache Spark Machine Learning on Big Data/8. [Activity] Decision Trees in Spark.mp4
193.25 MB
8. Apache Spark Machine Learning on Big Data/8. [Activity] Decision Trees in Spark.vtt
29.42 KB
8. Apache Spark Machine Learning on Big Data/9. [Activity] K-Means Clustering in Spark.mp4
133.83 MB
8. Apache Spark Machine Learning on Big Data/9. [Activity] K-Means Clustering in Spark.vtt
20.24 KB
9. Experimental Design/1. AB Testing Concepts.mp4
97.48 MB
9. Experimental Design/1. AB Testing Concepts.vtt
18.25 KB
9. Experimental Design/2. T-Tests and P-Values.mp4
64.91 MB
9. Experimental Design/2. T-Tests and P-Values.vtt
11.98 KB
9. Experimental Design/3. [Activity] Hands-on With T-Tests.mp4
81.62 MB
9. Experimental Design/3. [Activity] Hands-on With T-Tests.vtt
12.4 KB
9. Experimental Design/4. Determining How Long to Run an Experiment.mp4
34.85 MB
9. Experimental Design/4. Determining How Long to Run an Experiment.vtt
7.61 KB
9. Experimental Design/5. AB Test Gotchas.mp4
96.1 MB
9. Experimental Design/5. AB Test Gotchas.vtt
19.82 KB
[FreeCourseLab.com].url
126 B
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