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[FreeCourseSite.com] Udemy - Machine Learning, Data Science and Deep Learning with Python
magnet:?xt=urn:btih:766927bd805c76d260dd4e4c0e04e5b507cad5fa&dn=[FreeCourseSite.com] Udemy - Machine Learning, Data Science and Deep Learning with Python
磁力链接详情
Hash值:
766927bd805c76d260dd4e4c0e04e5b507cad5fa
点击数:
146
文件大小:
8.52 GB
文件数量:
110
创建日期:
2024-1-1 16:35
最后访问:
2025-1-1 18:31
访问标签:
FreeCourseSite
com
Udemy
-
Machine
Learning
Data
Science
and
Deep
Learning
with
Python
文件列表详情
1 - Getting Started/1 - Introduction.mp4 59.57 MB
1 - Getting Started/10 - Activity Python Basics Part 3 Optional.mp4 7.07 MB
1 - Getting Started/11 - Activity Python Basics Part 4 Optional.mp4 12.37 MB
1 - Getting Started/12 - Introducing the Pandas Library Optional.mp4 74.2 MB
1 - Getting Started/2 - Udemy 101 Getting the Most From This Course.mp4 17.4 MB
1 - Getting Started/5 - Activity WINDOWS Installing and Using Anaconda Course Materials.mp4 127.49 MB
1 - Getting Started/6 - Activity MAC Installing and Using Anaconda Course Materials.mp4 188.77 MB
1 - Getting Started/7 - Activity LINUX Installing and Using Anaconda Course Materials.mp4 105.22 MB
1 - Getting Started/8 - Python Basics Part 1 Optional.mp4 45.14 MB
1 - Getting Started/9 - Activity Python Basics Part 2 Optional.mp4 20.62 MB
10 - Deep Learning and Neural Networks/100 - Recurrent Neural Networks RNNs.mp4 47.42 MB
10 - Deep Learning and Neural Networks/101 - Activity Using a RNN for sentiment analysis.mp4 118.84 MB
10 - Deep Learning and Neural Networks/102 - Activity Transfer Learning.mp4 186.07 MB
10 - Deep Learning and Neural Networks/103 - Tuning Neural Networks Learning Rate and Batch Size Hyperparameters.mp4 11 MB
10 - Deep Learning and Neural Networks/104 - Deep Learning Regularization with Dropout and Early Stopping.mp4 26.71 MB
10 - Deep Learning and Neural Networks/105 - The Ethics of Deep Learning.mp4 120.5 MB
10 - Deep Learning and Neural Networks/89 - Deep Learning PreRequisites.mp4 118.35 MB
10 - Deep Learning and Neural Networks/90 - The History of Artificial Neural Networks.mp4 68.87 MB
10 - Deep Learning and Neural Networks/91 - Activity Deep Learning in the Tensorflow Playground.mp4 88.65 MB
10 - Deep Learning and Neural Networks/92 - Deep Learning Details.mp4 42.28 MB
10 - Deep Learning and Neural Networks/93 - Introducing Tensorflow.mp4 66.64 MB
10 - Deep Learning and Neural Networks/94 - Activity Using Tensorflow Part 1.mp4 169.92 MB
10 - Deep Learning and Neural Networks/95 - Activity Using Tensorflow Part 2.mp4 148.98 MB
10 - Deep Learning and Neural Networks/96 - Activity Introducing Keras.mp4 110.24 MB
10 - Deep Learning and Neural Networks/97 - Activity Using Keras to Predict Political Affiliations.mp4 102.83 MB
10 - Deep Learning and Neural Networks/98 - Convolutional Neural Networks CNNs.mp4 90.26 MB
10 - Deep Learning and Neural Networks/99 - Activity Using CNNs for handwriting recognition.mp4 84.92 MB
11 - Generative Models/106 - Variational AutoEncoders VAEs how they work.mp4 42.88 MB
11 - Generative Models/107 - Variational AutoEncoders VAE Handson with Fashion MNIST.mp4 243.77 MB
11 - Generative Models/108 - Generative Adversarial Networks GANs How they work.mp4 23.17 MB
11 - Generative Models/109 - Generative Adversarial Networks GANs Playing with some demos.mp4 144.79 MB
11 - Generative Models/110 - Generative Adversarial Networks GANs Handson with Fashion MNIST.mp4 126.11 MB
11 - Generative Models/111 - Learning More about Deep Learning.mp4 40.49 MB
12 - Final Project/112 - Your final project assignment Mammogram Classification.mp4 51.6 MB
12 - Final Project/113 - Final project review.mp4 106.82 MB
13 - You made it/114 - More to Explore.mp4 66.93 MB
2 - Statistics and Probability Refresher and Python Practice/13 - Types of Data Numerical Categorical Ordinal.mp4 106.93 MB
2 - Statistics and Probability Refresher and Python Practice/14 - Mean Median Mode.mp4 26.71 MB
2 - Statistics and Probability Refresher and Python Practice/15 - Activity Using mean median and mode in Python.mp4 70.2 MB
2 - Statistics and Probability Refresher and Python Practice/16 - Activity Variation and Standard Deviation.mp4 149.08 MB
2 - Statistics and Probability Refresher and Python Practice/17 - Probability Density Function Probability Mass Function.mp4 10.67 MB
2 - Statistics and Probability Refresher and Python Practice/18 - Common Data Distributions Normal Binomial Poisson etc.mp4 45.75 MB
2 - Statistics and Probability Refresher and Python Practice/19 - Activity Percentiles and Moments.mp4 67.47 MB
2 - Statistics and Probability Refresher and Python Practice/20 - Activity A Crash Course in matplotlib.mp4 127.27 MB
2 - Statistics and Probability Refresher and Python Practice/21 - Activity Advanced Visualization with Seaborn.mp4 149.05 MB
2 - Statistics and Probability Refresher and Python Practice/22 - Activity Covariance and Correlation.mp4 115.12 MB
2 - Statistics and Probability Refresher and Python Practice/23 - Exercise Conditional Probability.mp4 147.46 MB
2 - Statistics and Probability Refresher and Python Practice/24 - Exercise Solution Conditional Probability of Purchase by Age.mp4 25.46 MB
2 - Statistics and Probability Refresher and Python Practice/25 - Bayes Theorem.mp4 82.87 MB
3 - Predictive Models/26 - Activity Linear Regression.mp4 136.66 MB
3 - Predictive Models/27 - Activity Polynomial Regression.mp4 90.53 MB
3 - Predictive Models/28 - Activity Multiple Regression and Predicting Car Prices.mp4 150.84 MB
3 - Predictive Models/29 - MultiLevel Models.mp4 45.69 MB
4 - Machine Learning with Python/30 - Supervised vs Unsupervised Learning and TrainTest.mp4 96.44 MB
4 - Machine Learning with Python/31 - Activity Using TrainTest to Prevent Overfitting a Polynomial Regression.mp4 35.35 MB
4 - Machine Learning with Python/32 - Bayesian Methods Concepts.mp4 15.81 MB
4 - Machine Learning with Python/33 - Activity Implementing a Spam Classifier with Naive Bayes.mp4 118.41 MB
4 - Machine Learning with Python/34 - KMeans Clustering.mp4 43.17 MB
4 - Machine Learning with Python/35 - Activity Clustering people based on income and age.mp4 36 MB
4 - Machine Learning with Python/36 - Measuring Entropy.mp4 20.96 MB
4 - Machine Learning with Python/37 - Activity WINDOWS Installing Graphviz.mp4 1.39 MB
4 - Machine Learning with Python/38 - Activity MAC Installing Graphviz.mp4 15.53 MB
4 - Machine Learning with Python/39 - Activity LINUX Installing Graphviz.mp4 3.51 MB
4 - Machine Learning with Python/40 - Decision Trees Concepts.mp4 119.68 MB
4 - Machine Learning with Python/41 - Activity Decision Trees Predicting Hiring Decisions.mp4 93.26 MB
4 - Machine Learning with Python/42 - Ensemble Learning.mp4 62.91 MB
4 - Machine Learning with Python/43 - Activity XGBoost.mp4 120.67 MB
4 - Machine Learning with Python/44 - Support Vector Machines SVM Overview.mp4 27.13 MB
4 - Machine Learning with Python/45 - Activity Using SVM to cluster people using scikitlearn.mp4 57.11 MB
5 - Recommender Systems/46 - UserBased Collaborative Filtering.mp4 119.66 MB
5 - Recommender Systems/47 - ItemBased Collaborative Filtering.mp4 37.36 MB
5 - Recommender Systems/48 - Activity Finding Movie Similarities using Cosine Similarity.mp4 137.05 MB
5 - Recommender Systems/49 - Activity Improving the Results of Movie Similarities.mp4 93.9 MB
5 - Recommender Systems/50 - Activity Making Movie Recommendations with ItemBased Collaborative Filtering.mp4 181.28 MB
5 - Recommender Systems/51 - Exercise Improve the recommenders results.mp4 50.69 MB
6 - More Data Mining and Machine Learning Techniques/52 - KNearestNeighbors Concepts.mp4 23.78 MB
6 - More Data Mining and Machine Learning Techniques/53 - Activity Using KNN to predict a rating for a movie.mp4 140.72 MB
6 - More Data Mining and Machine Learning Techniques/54 - Dimensionality Reduction Principal Component Analysis PCA.mp4 65.33 MB
6 - More Data Mining and Machine Learning Techniques/55 - Activity PCA Example with the Iris data set.mp4 109.28 MB
6 - More Data Mining and Machine Learning Techniques/56 - Data Warehousing Overview ETL and ELT.mp4 100.72 MB
6 - More Data Mining and Machine Learning Techniques/57 - Reinforcement Learning.mp4 182.27 MB
6 - More Data Mining and Machine Learning Techniques/58 - Activity Reinforcement Learning QLearning with Gym.mp4 94.02 MB
6 - More Data Mining and Machine Learning Techniques/59 - Understanding a Confusion Matrix.mp4 9.38 MB
6 - More Data Mining and Machine Learning Techniques/60 - Measuring Classifiers Precision Recall F1 ROC AUC.mp4 15.51 MB
7 - Dealing with RealWorld Data/61 - BiasVariance Tradeoff.mp4 39.65 MB
7 - Dealing with RealWorld Data/62 - Activity KFold CrossValidation to avoid overfitting.mp4 85.82 MB
7 - Dealing with RealWorld Data/63 - Data Cleaning and Normalization.mp4 106.54 MB
7 - Dealing with RealWorld Data/64 - Activity Cleaning web log data.mp4 52.67 MB
7 - Dealing with RealWorld Data/65 - Normalizing numerical data.mp4 17.42 MB
7 - Dealing with RealWorld Data/66 - Activity Detecting outliers.mp4 41.46 MB
7 - Dealing with RealWorld Data/67 - Feature Engineering and the Curse of Dimensionality.mp4 22.25 MB
7 - Dealing with RealWorld Data/68 - Imputation Techniques for Missing Data.mp4 27.21 MB
7 - Dealing with RealWorld Data/69 - Handling Unbalanced Data Oversampling Undersampling and SMOTE.mp4 25.87 MB
7 - Dealing with RealWorld Data/70 - Binning Transforming Encoding Scaling and Shuffling.mp4 58.37 MB
8 - Apache Spark Machine Learning on Big Data/73 - Activity Installing Spark Part 1.mp4 83.99 MB
8 - Apache Spark Machine Learning on Big Data/74 - Activity Installing Spark Part 2.mp4 196.06 MB
8 - Apache Spark Machine Learning on Big Data/75 - Spark Introduction.mp4 40.49 MB
8 - Apache Spark Machine Learning on Big Data/76 - Spark and the Resilient Distributed Dataset RDD.mp4 34.33 MB
8 - Apache Spark Machine Learning on Big Data/77 - Introducing MLLib.mp4 24.83 MB
8 - Apache Spark Machine Learning on Big Data/78 - Introduction to Decision Trees in Spark.mp4 133.95 MB
8 - Apache Spark Machine Learning on Big Data/79 - Activity KMeans Clustering in Spark.mp4 178.4 MB
8 - Apache Spark Machine Learning on Big Data/80 - TF IDF.mp4 96.85 MB
8 - Apache Spark Machine Learning on Big Data/81 - Activity Searching Wikipedia with Spark.mp4 139.41 MB
8 - Apache Spark Machine Learning on Big Data/82 - Activity Using the Spark DataFrame API for MLLib.mp4 106.29 MB
9 - Experimental Design ML in the Real World/83 - Deploying Models to RealTime Systems.mp4 22.82 MB
9 - Experimental Design ML in the Real World/84 - AB Testing Concepts.mp4 55.15 MB
9 - Experimental Design ML in the Real World/85 - TTests and PValues.mp4 22.89 MB
9 - Experimental Design ML in the Real World/86 - Activity Handson With TTests.mp4 80.56 MB
9 - Experimental Design ML in the Real World/87 - Determining How Long to Run an Experiment.mp4 16.03 MB
9 - Experimental Design ML in the Real World/88 - AB Test Gotchas.mp4 134.46 MB
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