FreeTutorials Us data science and machine learning with python hands on
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| Torrent Hash : | FE07936FAEC675860C3BA45CE392F1393D871EC5 |
| Torrent Added : | 1 Year+ in Other - Other |
| Torrent Size : | 3.83 GB |
FreeTutorials Us data science and machine learning with python hands on
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Torrent File Content (73 files)
[FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on
01 Getting Started
001 Introduction.mp4 -
01 Getting Started
001 Introduction.mp4 -
57.6 MB
002 Activity Getting What You Need.mp4 -
32.6 MB
003 Activity Installing Enthought Canopy.mp4 -
47.78 MB
004 Python Basics Part 1.mp4 -
63.86 MB
005 Activity Python Basics Part 2.mp4 -
42.48 MB
006 Running Python Scripts.mp4 -
35.13 MB
02 Statistics and Probability Refresher and Python Practise
007 Types of Data.mp4 -
007 Types of Data.mp4 -
49.5 MB
008 Mean Median Mode.mp4 -
44.61 MB
009 Activity Using mean median and mode in Python.mp4 -
59.16 MB
010 Activity Variation and Standard Deviation.mp4 -
67.08 MB
011 Probability Density Function Probability Mass Function.mp4 -
18.52 MB
012 Common Data Distributions.mp4 -
41.94 MB
013 Activity Percentiles and Moments.mp4 -
63.03 MB
014 Activity A Crash Course in matplotlib.mp4 -
71.83 MB
015 Activity Covariance and Correlation.mp4 -
72.8 MB
016 Exercise Conditional Probability.mp4 -
49.55 MB
017 Exercise Solution Conditional Probability of Purchase by Age.mp4 -
22.72 MB
018 Bayes Theorem.mp4 -
45.95 MB
03 Predictive Models
019 Activity Linear Regression.mp4 -
019 Activity Linear Regression.mp4 -
46 MB
020 Activity Polynomial Regression.mp4 -
44.43 MB
021 Activity Multivariate Regression and Predicting Car Prices.mp4 -
49.97 MB
022 Multi-Level Models.mp4 -
34.9 MB
04 Machine Learning with Python
023 Supervised vs. Unsupervised Learning and TrainTest.mp4 -
023 Supervised vs. Unsupervised Learning and TrainTest.mp4 -
69.24 MB
024 Activity Using TrainTest to Prevent Overfitting a Polynomial Regression.mp4 -
33.55 MB
025 Bayesian Methods Concepts.mp4 -
28.54 MB
026 Activity Implementing a Spam Classifier with Naive Bayes.mp4 -
56.26 MB
027 K-Means Clustering.mp4 -
44.77 MB
028 Activity Clustering people based on income and age.mp4 -
37.26 MB
029 Measuring Entropy.mp4 -
28.43 MB
030 Activity Install GraphViz.html -
1.84 KB
031 Decision Trees Concepts.mp4 -
60.34 MB
032 Activity Decision Trees Predicting Hiring Decisions.mp4 -
55.76 MB
033 Ensemble Learning.mp4 -
52.68 MB
034 Support Vector Machines SVM Overview.mp4 -
33.31 MB
035 Activity Using SVM to cluster people using scikit-learn.mp4 -
30.95 MB
05 Recommender Systems
036 User-Based Collaborative Filtering.mp4 -
036 User-Based Collaborative Filtering.mp4 -
57.14 MB
037 Item-Based Collaborative Filtering.mp4 -
51.04 MB
038 Activity Finding Movie Similarities.mp4 -
74.45 MB
039 Activity Improving the Results of Movie Similarities.mp4 -
69.69 MB
040 Activity Making Movie Recommendations to People.mp4 -
99.85 MB
041 Exercise Improve the recommenders results.mp4 -
75.32 MB
06 More Data Mining and Machine Learning Techniques
042 K-Nearest-Neighbors Concepts.mp4 -
042 K-Nearest-Neighbors Concepts.mp4 -
31.92 MB
043 Activity Using KNN to predict a rating for a movie.mp4 -
89.96 MB
044 Dimensionality Reduction Principal Component Analysis.mp4 -
55.46 MB
045 Activity PCA Example with the Iris data set.mp4 -
83.1 MB
046 Data Warehousing Overview ETL and ELT.mp4 -
83.96 MB
047 Reinforcement Learning.mp4 -
93.25 MB
07 Dealing with Real-World Data
048 BiasVariance Tradeoff.mp4 -
048 BiasVariance Tradeoff.mp4 -
47.29 MB
049 Activity K-Fold Cross-Validation to avoid overfitting.mp4 -
68.67 MB
050 Data Cleaning and Normalization.mp4 -
48.28 MB
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