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[FreeCourseSite.com] Udemy - Machine Learning, Data Science and Deep Learning with Python
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2024-1-1 16:35
2024-8-22 07:08
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8.52 GB
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Udemy
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Machine
Learning
Data
Science
and
Deep
Learning
with
Python
文件列表
1 - Getting Started/1 - Introduction.mp4
59.57MB
1 - Getting Started/10 - Activity Python Basics Part 3 Optional.mp4
7.07MB
1 - Getting Started/11 - Activity Python Basics Part 4 Optional.mp4
12.37MB
1 - Getting Started/12 - Introducing the Pandas Library Optional.mp4
74.2MB
1 - Getting Started/2 - Udemy 101 Getting the Most From This Course.mp4
17.4MB
1 - Getting Started/5 - Activity WINDOWS Installing and Using Anaconda Course Materials.mp4
127.49MB
1 - Getting Started/6 - Activity MAC Installing and Using Anaconda Course Materials.mp4
188.77MB
1 - Getting Started/7 - Activity LINUX Installing and Using Anaconda Course Materials.mp4
105.22MB
1 - Getting Started/8 - Python Basics Part 1 Optional.mp4
45.14MB
1 - Getting Started/9 - Activity Python Basics Part 2 Optional.mp4
20.62MB
10 - Deep Learning and Neural Networks/100 - Recurrent Neural Networks RNNs.mp4
47.42MB
10 - Deep Learning and Neural Networks/101 - Activity Using a RNN for sentiment analysis.mp4
118.84MB
10 - Deep Learning and Neural Networks/102 - Activity Transfer Learning.mp4
186.07MB
10 - Deep Learning and Neural Networks/103 - Tuning Neural Networks Learning Rate and Batch Size Hyperparameters.mp4
11MB
10 - Deep Learning and Neural Networks/104 - Deep Learning Regularization with Dropout and Early Stopping.mp4
26.71MB
10 - Deep Learning and Neural Networks/105 - The Ethics of Deep Learning.mp4
120.5MB
10 - Deep Learning and Neural Networks/89 - Deep Learning PreRequisites.mp4
118.35MB
10 - Deep Learning and Neural Networks/90 - The History of Artificial Neural Networks.mp4
68.87MB
10 - Deep Learning and Neural Networks/91 - Activity Deep Learning in the Tensorflow Playground.mp4
88.65MB
10 - Deep Learning and Neural Networks/92 - Deep Learning Details.mp4
42.28MB
10 - Deep Learning and Neural Networks/93 - Introducing Tensorflow.mp4
66.64MB
10 - Deep Learning and Neural Networks/94 - Activity Using Tensorflow Part 1.mp4
169.92MB
10 - Deep Learning and Neural Networks/95 - Activity Using Tensorflow Part 2.mp4
148.98MB
10 - Deep Learning and Neural Networks/96 - Activity Introducing Keras.mp4
110.24MB
10 - Deep Learning and Neural Networks/97 - Activity Using Keras to Predict Political Affiliations.mp4
102.83MB
10 - Deep Learning and Neural Networks/98 - Convolutional Neural Networks CNNs.mp4
90.26MB
10 - Deep Learning and Neural Networks/99 - Activity Using CNNs for handwriting recognition.mp4
84.92MB
11 - Generative Models/106 - Variational AutoEncoders VAEs how they work.mp4
42.88MB
11 - Generative Models/107 - Variational AutoEncoders VAE Handson with Fashion MNIST.mp4
243.77MB
11 - Generative Models/108 - Generative Adversarial Networks GANs How they work.mp4
23.17MB
11 - Generative Models/109 - Generative Adversarial Networks GANs Playing with some demos.mp4
144.79MB
11 - Generative Models/110 - Generative Adversarial Networks GANs Handson with Fashion MNIST.mp4
126.11MB
11 - Generative Models/111 - Learning More about Deep Learning.mp4
40.49MB
12 - Final Project/112 - Your final project assignment Mammogram Classification.mp4
51.6MB
12 - Final Project/113 - Final project review.mp4
106.82MB
13 - You made it/114 - More to Explore.mp4
66.93MB
2 - Statistics and Probability Refresher and Python Practice/13 - Types of Data Numerical Categorical Ordinal.mp4
106.93MB
2 - Statistics and Probability Refresher and Python Practice/14 - Mean Median Mode.mp4
26.71MB
2 - Statistics and Probability Refresher and Python Practice/15 - Activity Using mean median and mode in Python.mp4
70.2MB
2 - Statistics and Probability Refresher and Python Practice/16 - Activity Variation and Standard Deviation.mp4
149.08MB
2 - Statistics and Probability Refresher and Python Practice/17 - Probability Density Function Probability Mass Function.mp4
10.67MB
2 - Statistics and Probability Refresher and Python Practice/18 - Common Data Distributions Normal Binomial Poisson etc.mp4
45.75MB
2 - Statistics and Probability Refresher and Python Practice/19 - Activity Percentiles and Moments.mp4
67.47MB
2 - Statistics and Probability Refresher and Python Practice/20 - Activity A Crash Course in matplotlib.mp4
127.27MB
2 - Statistics and Probability Refresher and Python Practice/21 - Activity Advanced Visualization with Seaborn.mp4
149.05MB
2 - Statistics and Probability Refresher and Python Practice/22 - Activity Covariance and Correlation.mp4
115.12MB
2 - Statistics and Probability Refresher and Python Practice/23 - Exercise Conditional Probability.mp4
147.46MB
2 - Statistics and Probability Refresher and Python Practice/24 - Exercise Solution Conditional Probability of Purchase by Age.mp4
25.46MB
2 - Statistics and Probability Refresher and Python Practice/25 - Bayes Theorem.mp4
82.87MB
3 - Predictive Models/26 - Activity Linear Regression.mp4
136.66MB
3 - Predictive Models/27 - Activity Polynomial Regression.mp4
90.53MB
3 - Predictive Models/28 - Activity Multiple Regression and Predicting Car Prices.mp4
150.84MB
3 - Predictive Models/29 - MultiLevel Models.mp4
45.69MB
4 - Machine Learning with Python/30 - Supervised vs Unsupervised Learning and TrainTest.mp4
96.44MB
4 - Machine Learning with Python/31 - Activity Using TrainTest to Prevent Overfitting a Polynomial Regression.mp4
35.35MB
4 - Machine Learning with Python/32 - Bayesian Methods Concepts.mp4
15.81MB
4 - Machine Learning with Python/33 - Activity Implementing a Spam Classifier with Naive Bayes.mp4
118.41MB
4 - Machine Learning with Python/34 - KMeans Clustering.mp4
43.17MB
4 - Machine Learning with Python/35 - Activity Clustering people based on income and age.mp4
36MB
4 - Machine Learning with Python/36 - Measuring Entropy.mp4
20.96MB
4 - Machine Learning with Python/37 - Activity WINDOWS Installing Graphviz.mp4
1.39MB
4 - Machine Learning with Python/38 - Activity MAC Installing Graphviz.mp4
15.53MB
4 - Machine Learning with Python/39 - Activity LINUX Installing Graphviz.mp4
3.51MB
4 - Machine Learning with Python/40 - Decision Trees Concepts.mp4
119.68MB
4 - Machine Learning with Python/41 - Activity Decision Trees Predicting Hiring Decisions.mp4
93.26MB
4 - Machine Learning with Python/42 - Ensemble Learning.mp4
62.91MB
4 - Machine Learning with Python/43 - Activity XGBoost.mp4
120.67MB
4 - Machine Learning with Python/44 - Support Vector Machines SVM Overview.mp4
27.13MB
4 - Machine Learning with Python/45 - Activity Using SVM to cluster people using scikitlearn.mp4
57.11MB
5 - Recommender Systems/46 - UserBased Collaborative Filtering.mp4
119.66MB
5 - Recommender Systems/47 - ItemBased Collaborative Filtering.mp4
37.36MB
5 - Recommender Systems/48 - Activity Finding Movie Similarities using Cosine Similarity.mp4
137.05MB
5 - Recommender Systems/49 - Activity Improving the Results of Movie Similarities.mp4
93.9MB
5 - Recommender Systems/50 - Activity Making Movie Recommendations with ItemBased Collaborative Filtering.mp4
181.28MB
5 - Recommender Systems/51 - Exercise Improve the recommenders results.mp4
50.69MB
6 - More Data Mining and Machine Learning Techniques/52 - KNearestNeighbors Concepts.mp4
23.78MB
6 - More Data Mining and Machine Learning Techniques/53 - Activity Using KNN to predict a rating for a movie.mp4
140.72MB
6 - More Data Mining and Machine Learning Techniques/54 - Dimensionality Reduction Principal Component Analysis PCA.mp4
65.33MB
6 - More Data Mining and Machine Learning Techniques/55 - Activity PCA Example with the Iris data set.mp4
109.28MB
6 - More Data Mining and Machine Learning Techniques/56 - Data Warehousing Overview ETL and ELT.mp4
100.72MB
6 - More Data Mining and Machine Learning Techniques/57 - Reinforcement Learning.mp4
182.27MB
6 - More Data Mining and Machine Learning Techniques/58 - Activity Reinforcement Learning QLearning with Gym.mp4
94.02MB
6 - More Data Mining and Machine Learning Techniques/59 - Understanding a Confusion Matrix.mp4
9.38MB
6 - More Data Mining and Machine Learning Techniques/60 - Measuring Classifiers Precision Recall F1 ROC AUC.mp4
15.51MB
7 - Dealing with RealWorld Data/61 - BiasVariance Tradeoff.mp4
39.65MB
7 - Dealing with RealWorld Data/62 - Activity KFold CrossValidation to avoid overfitting.mp4
85.82MB
7 - Dealing with RealWorld Data/63 - Data Cleaning and Normalization.mp4
106.54MB
7 - Dealing with RealWorld Data/64 - Activity Cleaning web log data.mp4
52.67MB
7 - Dealing with RealWorld Data/65 - Normalizing numerical data.mp4
17.42MB
7 - Dealing with RealWorld Data/66 - Activity Detecting outliers.mp4
41.46MB
7 - Dealing with RealWorld Data/67 - Feature Engineering and the Curse of Dimensionality.mp4
22.25MB
7 - Dealing with RealWorld Data/68 - Imputation Techniques for Missing Data.mp4
27.21MB
7 - Dealing with RealWorld Data/69 - Handling Unbalanced Data Oversampling Undersampling and SMOTE.mp4
25.87MB
7 - Dealing with RealWorld Data/70 - Binning Transforming Encoding Scaling and Shuffling.mp4
58.37MB
8 - Apache Spark Machine Learning on Big Data/73 - Activity Installing Spark Part 1.mp4
83.99MB
8 - Apache Spark Machine Learning on Big Data/74 - Activity Installing Spark Part 2.mp4
196.06MB
8 - Apache Spark Machine Learning on Big Data/75 - Spark Introduction.mp4
40.49MB
8 - Apache Spark Machine Learning on Big Data/76 - Spark and the Resilient Distributed Dataset RDD.mp4
34.33MB
8 - Apache Spark Machine Learning on Big Data/77 - Introducing MLLib.mp4
24.83MB
8 - Apache Spark Machine Learning on Big Data/78 - Introduction to Decision Trees in Spark.mp4
133.95MB
8 - Apache Spark Machine Learning on Big Data/79 - Activity KMeans Clustering in Spark.mp4
178.4MB
8 - Apache Spark Machine Learning on Big Data/80 - TF IDF.mp4
96.85MB
8 - Apache Spark Machine Learning on Big Data/81 - Activity Searching Wikipedia with Spark.mp4
139.41MB
8 - Apache Spark Machine Learning on Big Data/82 - Activity Using the Spark DataFrame API for MLLib.mp4
106.29MB
9 - Experimental Design ML in the Real World/83 - Deploying Models to RealTime Systems.mp4
22.82MB
9 - Experimental Design ML in the Real World/84 - AB Testing Concepts.mp4
55.15MB
9 - Experimental Design ML in the Real World/85 - TTests and PValues.mp4
22.89MB
9 - Experimental Design ML in the Real World/86 - Activity Handson With TTests.mp4
80.56MB
9 - Experimental Design ML in the Real World/87 - Determining How Long to Run an Experiment.mp4
16.03MB
9 - Experimental Design ML in the Real World/88 - AB Test Gotchas.mp4
134.46MB
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