FreeTutorials Us data science and machine learning with python hands on

FreeTutorials Us data science and machine learning with python hands on

Name	[FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on	DOWNLOAD Copy Link Trouble downloading? see How To
Total Size	4.1 GB
Total Files	73
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Hash	FE07936FAEC675860C3BA45CE392F1393D871EC5

/01 Getting Started/
001 Introduction.mp4	60.4 MB
002 Activity Getting What You Need.mp4	34.2 MB
003 Activity Installing Enthought Canopy.mp4	50.1 MB
004 Python Basics Part 1.mp4	67.0 MB
005 Activity Python Basics Part 2.mp4	44.5 MB
006 Running Python Scripts.mp4	36.8 MB
/02 Statistics and Probability Refresher and Python Practise/
007 Types of Data.mp4	51.9 MB
008 Mean Median Mode.mp4	46.8 MB
009 Activity Using mean median and mode in Python.mp4	62.0 MB
010 Activity Variation and Standard Deviation.mp4	70.3 MB
011 Probability Density Function Probability Mass Function.mp4	19.4 MB
012 Common Data Distributions.mp4	44.0 MB
013 Activity Percentiles and Moments.mp4	66.1 MB
014 Activity A Crash Course in matplotlib.mp4	75.3 MB
015 Activity Covariance and Correlation.mp4	76.3 MB
016 Exercise Conditional Probability.mp4	52.0 MB
017 Exercise Solution Conditional Probability of Purchase by Age.mp4	23.8 MB
018 Bayes Theorem.mp4	48.2 MB
/03 Predictive Models/
019 Activity Linear Regression.mp4	48.2 MB
020 Activity Polynomial Regression.mp4	46.6 MB
021 Activity Multivariate Regression and Predicting Car Prices.mp4	52.4 MB
022 Multi-Level Models.mp4	36.6 MB
/04 Machine Learning with Python/
023 Supervised vs. Unsupervised Learning and TrainTest.mp4	72.6 MB
024 Activity Using TrainTest to Prevent Overfitting a Polynomial Regression.mp4	35.2 MB
025 Bayesian Methods Concepts.mp4	29.9 MB
026 Activity Implementing a Spam Classifier with Naive Bayes.mp4	59.0 MB
027 K-Means Clustering.mp4	46.9 MB
028 Activity Clustering people based on income and age.mp4	39.1 MB
029 Measuring Entropy.mp4	29.8 MB
030 Activity Install GraphViz.html	1.9 KB
031 Decision Trees Concepts.mp4	63.3 MB
032 Activity Decision Trees Predicting Hiring Decisions.mp4	58.5 MB
033 Ensemble Learning.mp4	55.2 MB
034 Support Vector Machines SVM Overview.mp4	34.9 MB
035 Activity Using SVM to cluster people using scikit-learn.mp4	32.4 MB
/05 Recommender Systems/
036 User-Based Collaborative Filtering.mp4	59.9 MB
037 Item-Based Collaborative Filtering.mp4	53.5 MB
038 Activity Finding Movie Similarities.mp4	78.1 MB
039 Activity Improving the Results of Movie Similarities.mp4	73.1 MB
040 Activity Making Movie Recommendations to People.mp4	104.7 MB
041 Exercise Improve the recommenders results.mp4	79.0 MB
/06 More Data Mining and Machine Learning Techniques/
042 K-Nearest-Neighbors Concepts.mp4	33.5 MB
043 Activity Using KNN to predict a rating for a movie.mp4	94.3 MB
044 Dimensionality Reduction Principal Component Analysis.mp4	58.2 MB
045 Activity PCA Example with the Iris data set.mp4	87.1 MB
046 Data Warehousing Overview ETL and ELT.mp4	88.0 MB
047 Reinforcement Learning.mp4	97.8 MB
/07 Dealing with Real-World Data/
048 BiasVariance Tradeoff.mp4	49.6 MB
049 Activity K-Fold Cross-Validation to avoid overfitting.mp4	72.0 MB
050 Data Cleaning and Normalization.mp4	50.6 MB
051 Activity Cleaning web log data.mp4	98.1 MB
052 Normalizing numerical data.mp4	31.1 MB
053 Activity Detecting outliers.mp4	64.3 MB
/08 Apache Spark Machine Learning on Big Data/
054 Activity Installing Spark - Part 1.mp4	76.2 MB
055 Activity Installing Spark - Part 2.mp4	140.7 MB
056 Spark Introduction.mp4	50.6 MB
057 Spark and the Resilient Distributed Dataset RDD.mp4	57.3 MB
058 Introducing MLLib.mp4	45.7 MB
059 Activity Decision Trees in Spark.mp4	138.5 MB
060 Activity K-Means Clustering in Spark.mp4	98.4 MB
061 TF IDF.mp4	51.7 MB
062 Activity Searching Wikipedia with Spark.mp4	103.4 MB
063 Activity Using the Spark 2.0 DataFrame API for MLLib.mp4	45.8 MB
/09 Experimental Design/
064 AB Testing Concepts.mp4	68.5 MB
065 T-Tests and P-Values.mp4	49.3 MB
066 Activity Hands-on With T-Tests.mp4	67.8 MB
067 Determining How Long to Run an Experiment.mp4	28.7 MB
068 AB Test Gotchas.mp4	69.7 MB
/10 You made it/
069 More to Explore.mp4	63.9 MB
070 Dont Forget to Leave a Rating.html	0.8 KB
071 Bonus Lecture Discounts on my Spark and MapReduce courses.mp4	10.6 MB
/
Freetutorials.us.url	0.1 KB
[FreeTutorials.us].txt	0.1 KB
Total files 73