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Python for Data Science and Machine Learning (2024)



Size :3.1 GB
Peers : Seeders : 0      Leechers : 0
Added : 6 days ago » by freecoursewb » in Other
Language : English
Last Updated :6 days ago
Info_Hash :A9D21C30345795FF7D99F04ED9BEED0526DB4A90

Torrent File Contents

Python for Data Science and Machine Learning (2024)
  Get Bonus Downloads Here.url
  -  181 Bytes

  ~Get Your Files Here !/1 - Introduction/1 - Setting up the Environment.mp4
  -  91.45 MB

  ~Get Your Files Here !/1 - Introduction/2 - Introduction to Python Tools.mp4
  -  153.47 MB

  ~Get Your Files Here !/2 - Python Crash Course/10 - Strings 1.mp4
  -  28.89 MB

  ~Get Your Files Here !/2 - Python Crash Course/11 - Strings 2.mp4
  -  28.84 MB

  ~Get Your Files Here !/2 - Python Crash Course/12 - 7-Dictionaries-Sets.ipynb
  -  8.98 KB

  ~Get Your Files Here !/2 - Python Crash Course/12 - Dictionaries.mp4
  -  25.29 MB

  ~Get Your Files Here !/2 - Python Crash Course/13 - Sets.mp4
  -  107.25 MB

  ~Get Your Files Here !/2 - Python Crash Course/3 - 1.Arithmetic.ipynb
  -  8.57 KB

  ~Get Your Files Here !/2 - Python Crash Course/3 - Arithmetic Operations in Python.mp4
  -  33.28 MB

  ~Get Your Files Here !/2 - Python Crash Course/4 - 2.Data-Types.ipynb
  -  6.38 KB

  ~Get Your Files Here !/2 - Python Crash Course/4 - Data Types.mp4
  -  31.2 MB

  ~Get Your Files Here !/2 - Python Crash Course/5 - 4.Variables.ipynb
  -  3.13 KB

  ~Get Your Files Here !/2 - Python Crash Course/5 - Variables.mp4
  -  30.69 MB

  ~Get Your Files Here !/2 - Python Crash Course/6 - 5.Lists.ipynb
  -  11.16 KB

  ~Get Your Files Here !/2 - Python Crash Course/6 - Intro to Lists.mp4
  -  22.57 MB

  ~Get Your Files Here !/2 - Python Crash Course/7 - Lists 2.mp4
  -  40.85 MB

  ~Get Your Files Here !/2 - Python Crash Course/8 - Lists 3.mp4
  -  39.81 MB

  ~Get Your Files Here !/2 - Python Crash Course/9 - 6.Tuples-and-strings.ipynb
  -  8.65 KB

  ~Get Your Files Here !/2 - Python Crash Course/9 - Tuples.mp4
  -  30.94 MB

  ~Get Your Files Here !/3 - Python Pandas/14 - 1.Pandas-Intro.ipynb
  -  1.54 KB

  ~Get Your Files Here !/3 - Python Pandas/14 - Introduction to Pandas.mp4
  -  135 MB

  ~Get Your Files Here !/3 - Python Pandas/15 - 2.Pandas-Series-Part-1.ipynb
  -  5.22 KB

  ~Get Your Files Here !/3 - Python Pandas/15 - Pandas Series Part 1.mp4
  -  19.6 MB

  ~Get Your Files Here !/3 - Python Pandas/16 - 3.Pandas-Series-Part-2.ipynb
  -  3.61 KB

  ~Get Your Files Here !/3 - Python Pandas/16 - Pandas Series Part 2.mp4
  -  28.39 MB

  ~Get Your Files Here !/3 - Python Pandas/17 - 4.Pandas-Series-Unique.ipynb
  -  3.63 KB

  ~Get Your Files Here !/3 - Python Pandas/17 - Pandas Series Unique.mp4
  -  24.16 MB

  ~Get Your Files Here !/3 - Python Pandas/18 - 5.Sorting-a-Series.ipynb
  -  6.34 KB

  ~Get Your Files Here !/3 - Python Pandas/18 - Pandas Series Sorting.mp4
  -  19.74 MB

  ~Get Your Files Here !/3 - Python Pandas/19 - 6.Dataframes-Intro.ipynb
  -  4.55 KB

  ~Get Your Files Here !/3 - Python Pandas/19 - Introduction to DataFrames.mp4
  -  19.69 MB

  ~Get Your Files Here !/3 - Python Pandas/20 - 7-Data-from-csv-file.ipynb
  -  2.41 KB

  ~Get Your Files Here !/3 - Python Pandas/20 - Accessing csv files.mp4
  -  73.02 MB

  ~Get Your Files Here !/3 - Python Pandas/20 - titanic.csv
  -  58.89 KB

  ~Get Your Files Here !/3 - Python Pandas/21 - 8.Data-Inspection.ipynb
  -  3.72 KB

  ~Get Your Files Here !/3 - Python Pandas/21 - Data Inspection.mp4
  -  54.8 MB

  ~Get Your Files Here !/3 - Python Pandas/22 - 9.Dataframes-Index.ipynb
  -  3.26 KB

  ~Get Your Files Here !/3 - Python Pandas/22 - Dataframe Indexing 1.mp4
  -  38.45 MB

  ~Get Your Files Here !/3 - Python Pandas/23 - 11.Indexing-in-Dataframes.ipynb
  -  2.65 KB

  ~Get Your Files Here !/3 - Python Pandas/23 - Dataframe Indexing 2.mp4
  -  17.61 MB

  ~Get Your Files Here !/3 - Python Pandas/24 - 10.Dataframe-Filter.ipynb
  -  2.91 KB

  ~Get Your Files Here !/3 - Python Pandas/24 - Dataframe Filter.mp4
  -  25.39 MB

  ~Get Your Files Here !/3 - Python Pandas/25 - 12.Position-based-Index-iloc.ipynb
  -  3.99 KB

  ~Get Your Files Here !/3 - Python Pandas/25 - IPL.csv
  -  37.27 KB

  ~Get Your Files Here !/3 - Python Pandas/25 - Position based indexing using iloc.mp4
  -  84.83 MB

  ~Get Your Files Here !/3 - Python Pandas/26 - 13.Index-based-Slicing-iloc.ipynb
  -  3.45 KB

  ~Get Your Files Here !/3 - Python Pandas/26 - Dataframe Slicing using iloc.mp4
  -  22.86 MB

  ~Get Your Files Here !/3 - Python Pandas/26 - IPL.csv
  -  37.27 KB

  ~Get Your Files Here !/3 - Python Pandas/27 - 14.Label-based-Slicing-using-loc.ipynb
  -  92.86 KB

  ~Get Your Files Here !/3 - Python Pandas/27 - IPL.csv
  -  37.27 KB

  ~Get Your Files Here !/3 - Python Pandas/27 - Label based Slicing using loc.mp4
  -  39.88 MB

  ~Get Your Files Here !/3 - Python Pandas/28 - 15.loc-with-numeric-index.ipynb
  -  2.53 KB

  ~Get Your Files Here !/3 - Python Pandas/28 - Loc with numeric index.mp4
  -  14.38 MB

  ~Get Your Files Here !/3 - Python Pandas/29 - 16.Reset-index.ipynb
  -  3.34 KB

  ~Get Your Files Here !/3 - Python Pandas/29 - IPL.csv
  -  37.27 KB

  ~Get Your Files Here !/3 - Python Pandas/29 - Reset Index.mp4
  -  35.47 MB

  ~Get Your Files Here !/3 - Python Pandas/30 - 17.Rename-columns.ipynb
  -  5.38 KB

  ~Get Your Files Here !/3 - Python Pandas/30 - Rename Columns.mp4
  -  16.83 MB

  ~Get Your Files Here !/3 - Python Pandas/30 - data.csv
  -  16 Bytes

  ~Get Your Files Here !/3 - Python Pandas/31 - 18.Conditional-Filter.ipynb
  -  3.82 KB

  ~Get Your Files Here !/3 - Python Pandas/31 - Conditional Filter.mp4
  -  41.08 MB

  ~Get Your Files Here !/3 - Python Pandas/31 - titanic.csv
  -  58.89 KB

  ~Get Your Files Here !/3 - Python Pandas/32 - 19.Advanced-Filter-Dataframe.ipynb
  -  2.58 KB

  ~Get Your Files Here !/3 - Python Pandas/32 - Advanced Filter.mp4
  -  18.36 MB

  ~Get Your Files Here !/3 - Python Pandas/32 - titanic.csv
  -  58.89 KB

  ~Get Your Files Here !/3 - Python Pandas/33 - 20.Handling-Missing-Values-Part-1.ipynb
  -  2.1 KB

  ~Get Your Files Here !/3 - Python Pandas/33 - Missing Values Part 1.mp4
  -  10.23 MB

  ~Get Your Files Here !/3 - Python Pandas/33 - missing.csv
  -  54 Bytes

  ~Get Your Files Here !/3 - Python Pandas/34 - 21.Handling-Missing-Values-Part-2.ipynb
  -  4.94 KB

  ~Get Your Files Here !/3 - Python Pandas/34 - Missing Values Part 2.mp4
  -  54.07 MB

  ~Get Your Files Here !/3 - Python Pandas/34 - titanic.csv
  -  58.89 KB

  ~Get Your Files Here !/3 - Python Pandas/35 - 22.Groupby.ipynb
  -  5.79 KB

  ~Get Your Files Here !/3 - Python Pandas/35 - Group by.mp4
  -  32.72 MB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/36 - 23.Introduction-to-Time-Series-Data.ipynb
  -  1.31 KB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/36 - Intro to Time Series.mp4
  -  22.97 MB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/36 - minute.csv
  -  16.92 KB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/37 - 27-Downloading-Data-yfinance-API.ipynb
  -  2.82 KB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/37 - Downloading Data yfinance API.mp4
  -  62.32 MB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/38 - 24.Convert-string-to-datetime-column.ipynb
  -  4.36 KB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/38 - String to Datetime.mp4
  -  36.48 MB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/38 - minute.csv
  -  16.92 KB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/39 - 10.Accessing-Data.ipynb
  -  25.89 KB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/39 - Reading Files.mp4
  -  88 MB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/39 - minute.csv
  -  16.92 KB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/40 - 11-Accessing-MySQL-Database.ipynb
  -  5.15 KB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/40 - Working with My Sql Database.mp4
  -  56.98 MB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/41 - 25.Slice-Time-Series-Data.ipynb
  -  2.38 KB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/41 - Slice Time Series Data.mp4
  -  12.13 MB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/41 - minute.csv
  -  16.92 KB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/42 - 28.Pivot.ipynb
  -  2.18 KB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/42 - Pivot DataFrame.mp4
  -  19.53 MB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/42 - bank-data.csv
  -  244.29 KB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/43 - 26.Resample.ipynb
  -  3.45 KB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/43 - Resample DataFrame.mp4
  -  33.33 MB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/43 - tick.csv
  -  598.14 KB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/44 - 29.Data-Normalization.ipynb
  -  2.25 KB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/44 - Data Normalization.mp4
  -  52.4 MB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/44 - bank-data.csv
  -  244.29 KB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/45 - 21-Frequency-Tables.ipynb
  -  37.43 KB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/45 - Frequency Tables.mp4
  -  84.63 MB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/45 - titanic.csv
  -  58.89 KB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/46 - 22-Pandas.ipynb
  -  311.52 KB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/46 - Visualization Part 1 Pandas.mp4
  -  91.67 MB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/46 - diamond.csv
  -  3.99 KB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/47 - Charts-with-Matplotlibs.ipynb
  -  9.89 KB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/47 - Visualization Part 2 Matplotlib.mp4
  -  64.02 MB

  ~Get Your Files Here !/4 - Data Exploration and Cleaning/47 - minute.csv
  -  16.92 KB

  ~Get Your Files Here !/5 - Financial Returns/48 - 30.Calculate-Price-Changes.ipynb
  -  2.1 KB

  ~Get Your Files Here !/5 - Financial Returns/48 - Calculate Price Changes.mp4
  -  14.64 MB

  ~Get Your Files Here !/5 - Financial Returns/48 - daily.csv
  -  98.76 KB

  ~Get Your Files Here !/5 - Financial Returns/49 - 31.Calculate-Financial-Returns.ipynb
  -  2.12 KB

  ~Get Your Files Here !/5 - Financial Returns/49 - Calculate Financial Returns.mp4
  -  7.99 MB

  ~Get Your Files Here !/5 - Financial Returns/49 - daily.csv
  -  98.76 KB

  ~Get Your Files Here !/5 - Financial Returns/50 - 33.TVPI-or-multiples.ipynb
  -  46.42 KB

  ~Get Your Files Here !/5 - Financial Returns/50 - TVPI.mp4
  -  33.09 MB

  ~Get Your Files Here !/5 - Financial Returns/50 - daily.csv
  -  98.76 KB

  ~Get Your Files Here !/5 - Financial Returns/51 - 34.CAGR-vs-Annual-Returns.ipynb
  -  64.58 KB

  ~Get Your Files Here !/5 - Financial Returns/51 - CAGR.mp4
  -  27.08 MB

  ~Get Your Files Here !/5 - Financial Returns/52 - 35.Geometric-Returns.ipynb
  -  92.7 KB

  ~Get Your Files Here !/5 - Financial Returns/52 - Geometric Returns.mp4
  -  24.68 MB

  ~Get Your Files Here !/5 - Financial Returns/53 - 32.Risk-vs-Reward.ipynb
  -  2.31 KB

  ~Get Your Files Here !/5 - Financial Returns/53 - Risk vs Returns.mp4
  -  17.32 MB

  ~Get Your Files Here !/5 - Financial Returns/53 - daily.csv
  -  98.76 KB

  ~Get Your Files Here !/5 - Financial Returns/54 - 36.Simple-vs-Compound-Interest.ipynb
  -  5.82 KB

  ~Get Your Files Here !/5 - Financial Returns/54 - Simple vs Compound Interest.mp4
  -  22.82 MB

  ~Get Your Files Here !/5 - Financial Returns/55 - 37-Continuous-Compounding.ipynb
  -  5.13 KB

  ~Get Your Files Here !/5 - Financial Returns/55 - Continuous Compounding.mp4
  -  24.17 MB

  ~Get Your Files Here !/5 - Financial Returns/56 - 38.Intro-to-Log-Returns.ipynb
  -  2.33 KB

  ~Get Your Files Here !/5 - Financial Returns/56 - Intro to log Returns.mp4
  -  19.09 MB

  ~Get Your Files Here !/5 - Financial Returns/57 - 39.Daily-Returns-vs-Log-Returns.ipynb
  -  47.92 KB

  ~Get Your Files Here !/5 - Financial Returns/57 - Daily Return vs Log Returns.mp4
  -  46.38 MB

  ~Get Your Files Here !/5 - Financial Returns/58 - 40.More-about-Log-Returns.ipynb
  -  148.77 KB

  ~Get Your Files Here !/5 - Financial Returns/58 - More About Log Returns.mp4
  -  45.21 MB

  ~Get Your Files Here !/6 - Basic Statistics/59 - 25.Intro-to-Statistics.ipynb
  -  231.53 KB

  ~Get Your Files Here !/6 - Basic Statistics/59 - Descriptive Statistics.mp4
  -  108.43 MB

  ~Get Your Files Here !/6 - Basic Statistics/59 - marks.csv
  -  226 Bytes

  ~Get Your Files Here !/6 - Basic Statistics/60 - Five Point Summary.mp4
  -  34.09 MB

  ~Get Your Files Here !/6 - Basic Statistics/60 - Five-point-Summary.ipynb
  -  15.17 KB

  ~Get Your Files Here !/6 - Basic Statistics/61 - Moving Averages.mp4
  -  89.34 MB

  ~Get Your Files Here !/6 - Basic Statistics/61 - Moving-Averages.ipynb
  -  240.28 KB

  ~Get Your Files Here !/6 - Basic Statistics/61 - nifty.csv
  -  98.76 KB

  ~Get Your Files Here !/6 - Basic Statistics/62 - 27.Confidence-Intervals.ipynb
  -  69.2 KB

  ~Get Your Files Here !/6 - Basic Statistics/62 - Confidence Intervals.mp4
  -  77 MB

  ~Get Your Files Here !/7 - Inferential Statistics/63 - 26.Distributions.ipynb
  -  135.25 KB

  ~Get Your Files Here !/7 - Inferential Statistics/63 - Statistical Distributions.mp4
  -  83.86 MB

  ~Get Your Files Here !/7 - Inferential Statistics/64 - 28.Hypothesis.ipynb
  -  42.58 KB

  ~Get Your Files Here !/7 - Inferential Statistics/64 - Hypothesis Testing.mp4
  -  87.52 MB

  ~Get Your Files Here !/7 - Inferential Statistics/65 - 29-Analysis-of-variance.ipynb
  -  21.48 KB

  ~Get Your Files Here !/7 - Inferential Statistics/65 - Analysis of Variance.mp4
  -  40 MB

  ~Get Your Files Here !/8 - Predictive Modeling/66 - 30-Linear-Regression.ipynb
  -  150.51 KB

  ~Get Your Files Here !/8 - Predictive Modeling/66 - Linear Regression.mp4
  -  78.08 MB

  ~Get Your Files Here !/8 - Predictive Modeling/66 - mtcars.csv
  -  1.66 KB

  ~Get Your Files Here !/8 - Predictive Modeling/67 - 31-Logistic-Regression.ipynb
  -  30.67 KB

  ~Get Your Files Here !/8 - Predictive Modeling/67 - Logistic Regression.mp4
  -  56.83 MB

  ~Get Your Files Here !/8 - Predictive Modeling/67 - titanic.csv
  -  58.89 KB

  ~Get Your Files Here !/8 - Predictive Modeling/68 - 32-Decision-Trees.ipynb
  -  175.26 KB

  ~Get Your Files Here !/8 - Predictive Modeling/68 - Decision Trees.mp4
  -  83.58 MB

  ~Get Your Files Here !/8 - Predictive Modeling/69 - 33-Random-Forests.ipynb
  -  5.81 KB

  ~Get Your Files Here !/8 - Predictive Modeling/69 - Random Forests.mp4
  -  38.95 MB

  ~Get Your Files Here !/Bonus Resources.txt
  -  386 Bytes



Torrent Description

Python for Data Science & Machine Learning (2024)

https://CourseWikia.com

Published 9/2024
Duration: 7h20m | Video: .MP4, 1920x1080 30 fps | Audio: AAC, 44.1 kHz, 2ch | Size: 3.1 GB
Genre: eLearning | Language: English

Learn to use Pandas, Statistics , Matplotlib , Scikit-Learn , Machine Learning, and more!

What you'll learn
Learn the basics of Python Programming
Collect, Clean & Prepare data before Analysis
Learn to visualize data using various tools
Learn to use Python for Statistics
Learn to use Python for Machine Learning

Requirements
No programming experience needed. You will learn everything you need to know.