TGx:[UdemyCourseDownloader] Data Science, Deep Learning, & Machine Learning with Python

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[UdemyCourseDownloader] Data Science, Deep Learning, & Machine Learning with Python

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Other > Training

Language:

English

Total Size:

2.36 GB

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07cfa7e840f2e3f9edd855cbcc680a63c85010a0

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kirat1h

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20-11-2018 00:05

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1,203

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File	Size
01 Getting Started/001 Introduction-subtitle-en.srt	4.91 kB
01 Getting Started/001 Introduction.mp4	27.73 MB
01 Getting Started/002 [Activity] Getting What You Need-subtitle-en.srt	4.78 kB
01 Getting Started/002 [Activity] Getting What You Need.mp4	9.52 MB
01 Getting Started/003 [Activity] Installing Enthought Canopy-subtitle-en.srt	9.49 kB
01 Getting Started/003 [Activity] Installing Enthought Canopy.mp4	40.51 MB
01 Getting Started/004 Python Basics_ Part 1-subtitle-en.srt	33.73 kB
01 Getting Started/004 Python Basics_ Part 1.mp4	43.97 MB
01 Getting Started/005 [Activity] Python Basics_ Part 2-subtitle-en.srt	19.86 kB
01 Getting Started/005 [Activity] Python Basics_ Part 2.mp4	28.46 MB
01 Getting Started/006 Running Python Scripts-subtitle-en.srt	8.57 kB
01 Getting Started/006 Running Python Scripts.mp4	21.57 MB
01 Getting Started/007 Introducing the Pandas Library-subtitle-en.srt	18.00 kB
01 Getting Started/007 Introducing the Pandas Library.mp4	43.34 MB
01 Getting Started/external_links.txt	146.00 B
02 Statistics and Probability Refresher_ and Python Practise/008 Types of Data-subtitle-en.srt	15.42 kB
02 Statistics and Probability Refresher_ and Python Practise/008 Types of Data.mp4	34.11 MB
02 Statistics and Probability Refresher_ and Python Practise/009 Mean_ Median_ Mode-subtitle-en.srt	12.32 kB
02 Statistics and Probability Refresher_ and Python Practise/009 Mean_ Median_ Mode.mp4	28.17 MB
02 Statistics and Probability Refresher_ and Python Practise/010 [Activity] Using mean_ median_ and mode in Python-subtitle-en.srt	17.35 kB
02 Statistics and Probability Refresher_ and Python Practise/010 [Activity] Using mean_ median_ and mode in Python.mp4	38.99 MB
02 Statistics and Probability Refresher_ and Python Practise/011 [Activity] Variation and Standard Deviation-subtitle-en.srt	24.46 kB
02 Statistics and Probability Refresher_ and Python Practise/011 [Activity] Variation and Standard Deviation.mp4	45.62 MB
02 Statistics and Probability Refresher_ and Python Practise/012 Probability Density Function; Probability Mass Function-subtitle-en.srt	7.26 kB
02 Statistics and Probability Refresher_ and Python Practise/012 Probability Density Function; Probability Mass Function.mp4	12.35 MB
02 Statistics and Probability Refresher_ and Python Practise/013 Common Data Distributions-subtitle-en.srt	15.28 kB
02 Statistics and Probability Refresher_ and Python Practise/013 Common Data Distributions.mp4	27.67 MB
02 Statistics and Probability Refresher_ and Python Practise/014 [Activity] Percentiles and Moments-subtitle-en.srt	26.79 kB
02 Statistics and Probability Refresher_ and Python Practise/014 [Activity] Percentiles and Moments.mp4	42.98 MB
02 Statistics and Probability Refresher_ and Python Practise/015 [Activity] A Crash Course in matplotlib-subtitle-en.srt	27.09 kB
02 Statistics and Probability Refresher_ and Python Practise/015 [Activity] A Crash Course in matplotlib.mp4	49.28 MB
02 Statistics and Probability Refresher_ and Python Practise/016 [Activity] Covariance and Correlation-subtitle-en.srt	24.57 kB
02 Statistics and Probability Refresher_ and Python Practise/016 [Activity] Covariance and Correlation.mp4	49.78 MB
02 Statistics and Probability Refresher_ and Python Practise/017 [Exercise] Conditional Probability-subtitle-en.srt	24.47 kB
02 Statistics and Probability Refresher_ and Python Practise/017 [Exercise] Conditional Probability.mp4	49.55 MB
02 Statistics and Probability Refresher_ and Python Practise/018 Exercise Solution_ Conditional Probability of Purchase by Age-subtitle-en.srt	4.67 kB
02 Statistics and Probability Refresher_ and Python Practise/018 Exercise Solution_ Conditional Probability of Purchase by Age.mp4	14.09 MB
02 Statistics and Probability Refresher_ and Python Practise/019 Bayes' Theorem-subtitle-en.srt	10.95 kB
02 Statistics and Probability Refresher_ and Python Practise/019 Bayes' Theorem.mp4	30.13 MB
03 Predictive Models/020 [Activity] Linear Regression-subtitle-en.srt	24.32 kB
03 Predictive Models/020 [Activity] Linear Regression.mp4	32.97 MB
03 Predictive Models/021 [Activity] Polynomial Regression-subtitle-en.srt	16.71 kB
03 Predictive Models/021 [Activity] Polynomial Regression.mp4	29.78 MB
03 Predictive Models/022 [Activity] Multivariate Regression_ and Predicting Car Prices-subtitle-en.srt	23.76 kB
03 Predictive Models/022 [Activity] Multivariate Regression_ and Predicting Car Prices.mp4	49.97 MB
03 Predictive Models/023 Multi-Level Models-subtitle-en.srt	10.17 kB
03 Predictive Models/023 Multi-Level Models.mp4	23.66 MB
04 Machine Learning with Python/024 Supervised vs_ Unsupervised Learning_ and Train_Test-subtitle-en.srt	19.85 kB
04 Machine Learning with Python/024 Supervised vs_ Unsupervised Learning_ and Train_Test.mp4	47.80 MB
04 Machine Learning with Python/025 [Activity] Using Train_Test to Prevent Overfitting a Polynomial Regression-subtitle-en.srt	12.47 kB
04 Machine Learning with Python/025 [Activity] Using Train_Test to Prevent Overfitting a Polynomial Regression.mp4	22.02 MB
04 Machine Learning with Python/026 Bayesian Methods_ Concepts-subtitle-en.srt	8.43 kB
04 Machine Learning with Python/026 Bayesian Methods_ Concepts.mp4	19.41 MB
04 Machine Learning with Python/027 [Activity] Implementing a Spam Classifier with Naive Bayes-subtitle-en.srt	16.55 kB
04 Machine Learning with Python/027 [Activity] Implementing a Spam Classifier with Naive Bayes.mp4	36.48 MB
04 Machine Learning with Python/028 K-Means Clustering-subtitle-en.srt	16.33 kB
04 Machine Learning with Python/028 K-Means Clustering.mp4	30.30 MB
04 Machine Learning with Python/029 [Activity] Clustering people based on income and age-subtitle-en.srt	11.00 kB
04 Machine Learning with Python/029 [Activity] Clustering people based on income and age.mp4	23.98 MB
04 Machine Learning with Python/030 Measuring Entropy-subtitle-en.srt	6.61 kB
04 Machine Learning with Python/030 Measuring Entropy.mp4	17.48 MB
04 Machine Learning with Python/031 [Activity] Install GraphViz.html	2.68 kB
04 Machine Learning with Python/032 Decision Trees_ Concepts-subtitle-en.srt	20.00 kB
04 Machine Learning with Python/032 Decision Trees_ Concepts.mp4	39.72 MB
04 Machine Learning with Python/033 [Activity] Decision Trees_ Predicting Hiring Decisions-subtitle-en.srt	21.27 kB
04 Machine Learning with Python/033 [Activity] Decision Trees_ Predicting Hiring Decisions.mp4	38.23 MB
04 Machine Learning with Python/034 Ensemble Learning-subtitle-en.srt	13.81 kB
04 Machine Learning with Python/034 Ensemble Learning.mp4	33.70 MB
04 Machine Learning with Python/035 Support Vector Machines (SVM) Overview-subtitle-en.srt	9.43 kB
04 Machine Learning with Python/035 Support Vector Machines (SVM) Overview.mp4	21.77 MB
04 Machine Learning with Python/036 [Activity] Using SVM to cluster people using scikit-learn-subtitle-en.srt	11.33 kB
04 Machine Learning with Python/036 [Activity] Using SVM to cluster people using scikit-learn.mp4	20.84 MB
05 Recommender Systems/037 User-Based Collaborative Filtering-subtitle-en.srt	18.39 kB
05 Recommender Systems/037 User-Based Collaborative Filtering.mp4	36.81 MB
05 Recommender Systems/038 Item-Based Collaborative Filtering-subtitle-en.srt	18.96 kB
05 Recommender Systems/038 Item-Based Collaborative Filtering.mp4	33.56 MB
05 Recommender Systems/039 [Activity] Finding Movie Similarities-subtitle-en.srt	19.06 kB
05 Recommender Systems/039 [Activity] Finding Movie Similarities.mp4	48.48 MB
05 Recommender Systems/040 [Activity] Improving the Results of Movie Similarities-subtitle-en.srt	15.94 kB
05 Recommender Systems/040 [Activity] Improving the Results of Movie Similarities.mp4	43.98 MB
05 Recommender Systems/041 [Activity] Making Movie Recommendations to People-subtitle-en.srt	21.46 kB
05 Recommender Systems/041 [Activity] Making Movie Recommendations to People.mp4	63.25 MB
05 Recommender Systems/042 [Exercise] Improve the recommender's results-subtitle-en.srt	12.56 kB
05 Recommender Systems/042 [Exercise] Improve the recommender's results.mp4	45.85 MB
06 More Data Mining and Machine Learning Techniques/043 K-Nearest-Neighbors_ Concepts-subtitle-en.srt	8.53 kB
06 More Data Mining and Machine Learning Techniques/043 K-Nearest-Neighbors_ Concepts.mp4	19.90 MB
06 More Data Mining and Machine Learning Techniques/044 [Activity] Using KNN to predict a rating for a movie-subtitle-en.srt	26.93 kB
06 More Data Mining and Machine Learning Techniques/045 Dimensionality Reduction; Principal Component Analysis-subtitle-en.srt	11.73 kB
06 More Data Mining and Machine Learning Techniques/045 Dimensionality Reduction; Principal Component Analysis.mp4	35.67 MB
06 More Data Mining and Machine Learning Techniques/046 [Activity] PCA Example with the Iris data set-subtitle-en.srt	20.06 kB
06 More Data Mining and Machine Learning Techniques/046 [Activity] PCA Example with the Iris data set.mp4	53.31 MB
06 More Data Mining and Machine Learning Techniques/047 Data Warehousing Overview_ ETL and ELT-subtitle-en.srt	18.72 kB
06 More Data Mining and Machine Learning Techniques/047 Data Warehousing Overview_ ETL and ELT.mp4	54.11 MB
06 More Data Mining and Machine Learning Techniques/048 Reinforcement Learning-subtitle-en.srt	26.97 kB
06 More Data Mining and Machine Learning Techniques/048 Reinforcement Learning.mp4	63.56 MB
06 More Data Mining and Machine Learning Techniques/external_links.txt	113.00 B
07 Dealing with Real-World Data/049 Bias_Variance Tradeoff-subtitle-en.srt	13.69 kB
07 Dealing with Real-World Data/049 Bias_Variance Tradeoff.mp4	31.23 MB
07 Dealing with Real-World Data/050 [Activity] K-Fold Cross-Validation to avoid overfitting-subtitle-en.srt	23.25 kB
07 Dealing with Real-World Data/050 [Activity] K-Fold Cross-Validation to avoid overfitting.mp4	45.87 MB
07 Dealing with Real-World Data/051 Data Cleaning and Normalization-subtitle-en.srt	16.23 kB
07 Dealing with Real-World Data/051 Data Cleaning and Normalization.mp4	31.90 MB
07 Dealing with Real-World Data/052 [Activity] Cleaning web log data-subtitle-en.srt	22.55 kB
07 Dealing with Real-World Data/052 [Activity] Cleaning web log data.mp4	60.16 MB
07 Dealing with Real-World Data/053 Normalizing numerical data-subtitle-en.srt	7.32 kB
07 Dealing with Real-World Data/053 Normalizing numerical data.mp4	19.02 MB
07 Dealing with Real-World Data/054 [Activity] Detecting outliers-subtitle-en.srt	14.65 kB
07 Dealing with Real-World Data/054 [Activity] Detecting outliers.mp4	39.04 MB
08 Apache Spark_ Machine Learning on Big Data/055 Warning about Java 9!.html	1.50 kB
08 Apache Spark_ Machine Learning on Big Data/056 [Activity] Installing Spark - Part 1-subtitle-en.srt	15.80 kB
10 Deep Learning and Neural Networks/071 Deep Learning Pre-Requisites-subtitle-en.srt	20.10 kB
10 Deep Learning and Neural Networks/071 Deep Learning Pre-Requisites.mp4	30.43 MB
10 Deep Learning and Neural Networks/072 The History of Artificial Neural Networks-subtitle-en.srt	19.76 kB
10 Deep Learning and Neural Networks/072 The History of Artificial Neural Networks.mp4	22.45 MB
10 Deep Learning and Neural Networks/073 [Activity] Deep Learning in the Tensorflow Playground-subtitle-en.srt	20.44 kB
10 Deep Learning and Neural Networks/073 [Activity] Deep Learning in the Tensorflow Playground.mp4	49.01 MB
10 Deep Learning and Neural Networks/074 Deep Learning Details-subtitle-en.srt	17.41 kB
10 Deep Learning and Neural Networks/074 Deep Learning Details.mp4	18.17 MB
10 Deep Learning and Neural Networks/075 Introducing Tensorflow-subtitle-en.srt	23.17 kB
10 Deep Learning and Neural Networks/075 Introducing Tensorflow.mp4	25.44 MB
10 Deep Learning and Neural Networks/076 [Activity] Using Tensorflow_ Part 1-subtitle-en.srt	16.44 kB
10 Deep Learning and Neural Networks/076 [Activity] Using Tensorflow_ Part 1.mp4	28.35 MB
10 Deep Learning and Neural Networks/077 [Activity] Using Tensorflow_ Part 2-subtitle-en.srt	22.92 kB
10 Deep Learning and Neural Networks/077 [Activity] Using Tensorflow_ Part 2.mp4	34.22 MB
10 Deep Learning and Neural Networks/078 [Activity] Introducing Keras-subtitle-en.srt	24.82 kB
10 Deep Learning and Neural Networks/078 [Activity] Introducing Keras.mp4	33.83 MB
10 Deep Learning and Neural Networks/079 [Activity] Using Keras to Predict Political Affiliations-subtitle-en.srt	21.71 kB
10 Deep Learning and Neural Networks/079 [Activity] Using Keras to Predict Political Affiliations.mp4	27.30 MB
10 Deep Learning and Neural Networks/080 Convolutional Neural Networks (CNN's)-subtitle-en.srt	20.55 kB
10 Deep Learning and Neural Networks/080 Convolutional Neural Networks (CNN's).mp4	23.99 MB
10 Deep Learning and Neural Networks/081 [Activity] Using CNN's for handwriting recognition-subtitle-en.srt	14.00 kB
10 Deep Learning and Neural Networks/081 [Activity] Using CNN's for handwriting recognition.mp4	22.43 MB
10 Deep Learning and Neural Networks/082 Recurrent Neural Networks (RNN's)-subtitle-en.srt	19.13 kB
10 Deep Learning and Neural Networks/082 Recurrent Neural Networks (RNN's).mp4	21.56 MB
10 Deep Learning and Neural Networks/083 [Activity] Using a RNN for sentiment analysis-subtitle-en.srt	17.77 kB
10 Deep Learning and Neural Networks/083 [Activity] Using a RNN for sentiment analysis.mp4	27.71 MB
10 Deep Learning and Neural Networks/084 The Ethics of Deep Learning-subtitle-en.srt	19.78 kB
10 Deep Learning and Neural Networks/084 The Ethics of Deep Learning.mp4	53.66 MB
10 Deep Learning and Neural Networks/085 Learning More about Deep Learning-subtitle-en.srt	3.27 kB
10 Deep Learning and Neural Networks/085 Learning More about Deep Learning.mp4	26.18 MB
11 Final Project/086 Your final project assignment-subtitle-en.srt	11.88 kB
11 Final Project/086 Your final project assignment.mp4	19.61 MB
11 Final Project/087 Final project review-subtitle-en.srt	15.75 kB
11 Final Project/087 Final project review.mp4	28.03 MB
12 You made it!/088 More to Explore-subtitle-en.srt	6.93 kB
12 You made it!/088 More to Explore.mp4	45.14 MB
12 You made it!/089 Don't Forget to Leave a Rating!.html	1.64 kB
12 You made it!/090 Bonus Lecture_ Discounts on my Spark and MapReduce courses!-subtitle-en.srt	4.59 kB
12 You made it!/090 Bonus Lecture_ Discounts on my Spark and MapReduce courses!.mp4	24.32 MB
12 You made it!/external_links.txt	70.00 B
Udemy Course downloader.txt	94.00 B
udemycoursedownloader.com.url	132.00 B

Description

Description
Data Scientists enjoy one of the top-paying jobs, with an average salary of $120,000 according to Glassdoor and Indeed. That's just the average! And it's not just about money - it's interesting work too!

If you've got some programming or scripting experience, this course will teach you the techniques used by real data scientists and machine learning practitioners in the tech industry - and prepare you for a move into this hot career path. This comprehensive course includes over 80 lectures spanning 12 hours of video, and most topics include hands-on Python code examples you can use for reference and for practice. I’ll draw on my 9 years of experience at Amazon and IMDb to guide you through what matters, and what doesn’t.