[ CourseWikia.com ] Python for Data Science and Machine Learning (2024)

File Name

Size

Get Bonus Downloads Here.url

181 B

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

92 MB

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

154 MB

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

29 MB

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

29 MB

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

9.0 kB

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

25 MB

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

107 MB

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

8.6 kB

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

33 MB

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

6.4 kB

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

31 MB

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

3.1 kB

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

31 MB

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

11 kB

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

23 MB

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

41 MB

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

40 MB

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

8.6 kB

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

31 MB

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

1.5 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

5.2 kB

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

20 MB

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

3.6 kB

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

28 MB

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

3.6 kB

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

24 MB

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

6.3 kB

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

20 MB

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

4.5 kB

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

20 MB

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

2.4 kB

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

73 MB

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

59 kB

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

3.7 kB

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

55 MB

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

3.3 kB

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

38 MB

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

2.6 kB

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

18 MB

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

2.9 kB

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

25 MB

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

4.0 kB

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

37 kB

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

85 MB

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

3.4 kB

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

23 MB

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

37 kB

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

93 kB

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

37 kB

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

40 MB

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

2.5 kB

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

14 MB

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

3.3 kB

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

37 kB

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

36 MB

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

5.4 kB

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

17 MB

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

16 B

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

3.8 kB

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

41 MB

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

59 kB

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

2.6 kB

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

18 MB

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

59 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 MB

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

54 B

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

4.9 kB

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

54 MB

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

59 kB

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

5.8 kB

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

33 MB

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

1.3 kB

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

23 MB

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

17 kB

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

2.8 kB

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

62 MB

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

4.4 kB

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

36 MB

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

17 kB

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

26 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

17 kB

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

5.1 kB

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

57 MB

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

2.4 kB

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

12 MB

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

17 kB

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

2.2 kB

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

20 MB

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

244 kB

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

3.5 kB

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

33 MB

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

598 kB

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

2.2 kB

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

52 MB

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

244 kB

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

37 kB

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

85 MB

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

59 kB

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

312 kB

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

92 MB

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

4.0 kB

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

9.9 kB

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

64 MB

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

17 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

15 MB

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

99 kB

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

2.1 kB

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

8.0 MB

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

99 kB

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

46 kB

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

33 MB

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

99 kB

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

65 kB

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

27 MB

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

93 kB

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

25 MB

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

2.3 kB

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

17 MB

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

99 kB

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

5.8 kB

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

23 MB

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

5.1 kB

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

24 MB

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

2.3 kB

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

19 MB

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

48 kB

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

46 MB

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

149 kB

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

45 MB

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

232 kB

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

108 MB

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

226 B

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

34 MB

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

15 kB

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

89 MB

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

240 kB

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

99 kB

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

69 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 kB

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

84 MB

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

43 kB

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

88 MB

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

22 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 kB

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

78 MB

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

1.7 kB

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

31 kB

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

57 MB

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

59 kB

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

175 kB

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

84 MB

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

5.8 kB

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

39 MB

~Get Your Files Here !/Bonus Resources.txt

386 B