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[FreeCourseLab.com] Udemy - Machine Learning, Data Science and Deep Learning with Python
magnet:?xt=urn:btih:29f6a107892304ce88e97cdfd00e87c24f5fadb6&dn=[FreeCourseLab.com] Udemy - Machine Learning, Data Science and Deep Learning with Python
磁力链接详情
Hash值:
29f6a107892304ce88e97cdfd00e87c24f5fadb6
点击数:
135
文件大小:
7.38 GB
文件数量:
87
创建日期:
2019-6-9 18:39
最后访问:
2024-7-27 06:50
访问标签:
FreeCourseLab
com
Udemy
-
Machine
Learning
Data
Science
and
Deep
Learning
with
Python
文件列表详情
1. Getting Started/1. Introduction.mp4 59.6 MB
1. Getting Started/2. Udemy 101 Getting the Most From This Course.mp4 19.78 MB
1. Getting Started/3. [Activity] Getting What You Need.mp4 28.06 MB
1. Getting Started/4. [Activity] Installing Enthought Canopy.mp4 109.01 MB
1. Getting Started/5. Python Basics, Part 1 [Optional].mp4 133.83 MB
1. Getting Started/6. [Activity] Python Basics, Part 2 [Optional].mp4 77.2 MB
1. Getting Started/7. Running Python Scripts [Optional].mp4 44.7 MB
1. Getting Started/8. Introducing the Pandas Library [Optional].mp4 127.88 MB
10. Deep Learning and Neural Networks/1. Deep Learning Pre-Requisites.mp4 67.87 MB
10. Deep Learning and Neural Networks/10. Convolutional Neural Networks (CNN's).mp4 93.09 MB
10. Deep Learning and Neural Networks/11. [Activity] Using CNN's for handwriting recognition.mp4 80.8 MB
10. Deep Learning and Neural Networks/12. Recurrent Neural Networks (RNN's).mp4 69.17 MB
10. Deep Learning and Neural Networks/13. [Activity] Using a RNN for sentiment analysis.mp4 94.77 MB
10. Deep Learning and Neural Networks/14. The Ethics of Deep Learning.mp4 128.25 MB
10. Deep Learning and Neural Networks/15. Learning More about Deep Learning.mp4 38.65 MB
10. Deep Learning and Neural Networks/2. The History of Artificial Neural Networks.mp4 79.99 MB
10. Deep Learning and Neural Networks/3. [Activity] Deep Learning in the Tensorflow Playground.mp4 141.58 MB
10. Deep Learning and Neural Networks/4. Deep Learning Details.mp4 64.22 MB
10. Deep Learning and Neural Networks/5. Introducing Tensorflow.mp4 96.39 MB
10. Deep Learning and Neural Networks/6. [Activity] Using Tensorflow, Part 1.mp4 102.32 MB
10. Deep Learning and Neural Networks/7. [Activity] Using Tensorflow, Part 2.mp4 133.62 MB
10. Deep Learning and Neural Networks/8. [Activity] Introducing Keras.mp4 107.45 MB
10. Deep Learning and Neural Networks/9. [Activity] Using Keras to Predict Political Affiliations.mp4 104.32 MB
11. Final Project/1. Your final project assignment.mp4 58.9 MB
11. Final Project/2. Final project review.mp4 98.5 MB
12. You made it!/1. More to Explore.mp4 64.07 MB
2. Statistics and Probability Refresher, and Python Practise/1. Types of Data.mp4 77.25 MB
2. Statistics and Probability Refresher, and Python Practise/10. [Exercise] Conditional Probability.mp4 130.37 MB
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/12. Bayes' Theorem.mp4 58.9 MB
2. Statistics and Probability Refresher, and Python Practise/2. Mean, Median, Mode.mp4 56.15 MB
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/4. [Activity] Variation and Standard Deviation.mp4 110.86 MB
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/6. Common Data Distributions.mp4 75.37 MB
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/8. [Activity] A Crash Course in matplotlib.mp4 129.36 MB
2. Statistics and Probability Refresher, and Python Practise/9. [Activity] Covariance and Correlation.mp4 116.75 MB
3. Predictive Models/1. [Activity] Linear Regression.mp4 100.47 MB
3. Predictive Models/2. [Activity] Polynomial Regression.mp4 66.77 MB
3. Predictive Models/3. [Activity] Multivariate Regression, and Predicting Car Prices.mp4 123.78 MB
3. Predictive Models/4. Multi-Level Models.mp4 47.47 MB
4. Machine Learning with Python/1. Supervised vs. Unsupervised Learning, and TrainTest.mp4 98.62 MB
4. Machine Learning with Python/10. [Activity] Decision Trees Predicting Hiring Decisions.mp4 95.95 MB
4. Machine Learning with Python/11. Ensemble Learning.mp4 65.22 MB
4. Machine Learning with Python/12. Support Vector Machines (SVM) Overview.mp4 44.74 MB
4. Machine Learning with Python/13. [Activity] Using SVM to cluster people using scikit-learn.mp4 54.98 MB
4. Machine Learning with Python/2. [Activity] Using TrainTest to Prevent Overfitting a Polynomial Regression.mp4 58.14 MB
4. Machine Learning with Python/3. Bayesian Methods Concepts.mp4 40.72 MB
4. Machine Learning with Python/4. [Activity] Implementing a Spam Classifier with Naive Bayes.mp4 89.09 MB
4. Machine Learning with Python/5. K-Means Clustering.mp4 71.95 MB
4. Machine Learning with Python/6. [Activity] Clustering people based on income and age.mp4 57.3 MB
4. Machine Learning with Python/7. Measuring Entropy.mp4 34.98 MB
4. Machine Learning with Python/9. Decision Trees Concepts.mp4 86.53 MB
5. Recommender Systems/1. User-Based Collaborative Filtering.mp4 86.37 MB
5. Recommender Systems/2. Item-Based Collaborative Filtering.mp4 75.01 MB
5. Recommender Systems/3. [Activity] Finding Movie Similarities.mp4 107.83 MB
5. Recommender Systems/4. [Activity] Improving the Results of Movie Similarities.mp4 94.87 MB
5. Recommender Systems/5. [Activity] Making Movie Recommendations to People.mp4 132.55 MB
5. Recommender Systems/6. [Exercise] Improve the recommender's results.mp4 84.24 MB
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/2. [Activity] Using KNN to predict a rating for a movie.mp4 142.07 MB
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/4. [Activity] PCA Example with the Iris data set.mp4 109.73 MB
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/6. Reinforcement Learning.mp4 132.27 MB
7. Dealing with Real-World Data/1. BiasVariance Tradeoff.mp4 66.31 MB
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/3. Data Cleaning and Normalization.mp4 78.75 MB
7. Dealing with Real-World Data/4. [Activity] Cleaning web log data.mp4 129.39 MB
7. Dealing with Real-World Data/5. Normalizing numerical data.mp4 38.21 MB
7. Dealing with Real-World Data/6. [Activity] Detecting outliers.mp4 83.6 MB
8. Apache Spark Machine Learning on Big Data/10. TF IDF.mp4 68.85 MB
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/12. [Activity] Using the Spark 2.0 DataFrame API for MLLib.mp4 113.82 MB
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/4. [Activity] Installing Spark - Part 2.mp4 172.29 MB
8. Apache Spark Machine Learning on Big Data/5. Spark Introduction.mp4 89.87 MB
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/7. Introducing MLLib.mp4 54.75 MB
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/9. [Activity] K-Means Clustering in Spark.mp4 133.83 MB
9. Experimental Design/1. AB Testing Concepts.mp4 97.48 MB
9. Experimental Design/2. T-Tests and P-Values.mp4 64.91 MB
9. Experimental Design/3. [Activity] Hands-on With T-Tests.mp4 81.62 MB
9. Experimental Design/4. Determining How Long to Run an Experiment.mp4 34.85 MB
9. Experimental Design/5. AB Test Gotchas.mp4 96.1 MB
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