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Data Science & Machine Learning - Hands On Data Science 2020
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Data Science & Machine Learning : Hands on Data Science 2020
Numpy, Pandas, Matplotlib, Scikit-Learn, WebScraping, Data Science, Machine Learning, Pyspark, statistics, Data Science
What you'll learn
• You will Learn one of the most in demand skill of 21st century Data Science
• Add Data science skills : python, numpy, pandas, plotly, tableau, machine learning, statistics, probability in your resume
• Apply linear regression and logistics regression on real dataset.
• Crash course on python
• Apply matrix operation with Numpy - Numerical python library
• Visualize your data with mother of all visualisation library available in Python : MatplotLIb
• Perform Data analysis, wrangling and cleaning with pandas library
• Get hands on with interactive visualisation library Plotly
• Getting start with data visualization tool, Tableau
• Data Pre-processing technique - Missing data, Normalization, one hot encoding,
• Importing data in Python from different sources, Files
• Web Scraping to download web page and extract data
• Data scaling and transformation
• Exploratory Data analysis
• Feature engineering process in Machine Learning system design
• Machine learning theory
• Apache spark installation : pyspark
• Getting started with spark session
• Mathey required for machine learning : Statistics, probability
• Setup Data Science Virtual machine on Microsoft Azure Cloud
Requirements
• Basic of Python programming
• High school mathematics
Description
Welcome to Complete Ultimate course guide on Data Science and Machine learning with Python.
Have you ever thought about
How amazon gives you product recommendation,
How Netflix and YouTube decides which movie or video you should watch next,
Google translate translate one language to another,
How Google knows what is there in your photo,
How Android speech Recognition or Apple siri understand your speech signal with such high accuracy.
If you would like algorithm or technology running behind that, This is first course to get started in this direction.
==============================================
This course has more than 100 - 5 star rating.
What previous students have said:
"This is a truly great course! It covers far more than it's written in its name: many data science libraries, frameworks, techniques, tips, starting from basics to advanced level topics. Thanks a lot! "
"This course has taught me many things I wanted to know about pandas. It covers everything since the installation steps, so it is very good for anyone willing to learn about data analysis in python /jupyter environment."
"learning valuable concepts and feeling great.Thanks for this course."
"Good explanation, I have laready used two online tutorials on data -science and this one is more step by step, but it is good"
"i have studied python from other sources as well but here i found it more basic and easy to grab especially for the beginners. I can say its best course till now . it can be improved by including some more examples and real life data but overall i would suggest every beginner to have this course."
"The instructor is so good, he helps you in all doubts within an average replying time of one hour. The content of the course and the way he delivers is great."
Data Scientist: The Sexiest Job of the 21st Century - By Harvard Business review
There is huge sortage of data scientist currently software industry is facing.
The average data scientist today earns $130,000 a year by glassdoor.
Want to join me for your journey towards becoming Data Scientist, Machine Learning Engineer.
This course has more than 100+ HD - quality video lectures and is over 13+ hours in content.
This is first introductory course to get started data analysis, Machine learning and towards AI algorithm implementation
This course will teach you - All Basic python library required for data analysis process.
• Python crash course
• Numerical Python - Numpy
• Pandas - data analysis
• Matplotlib for data visualization
• Plotly and Business intelligence tool Tableau
• Importing Data in Python from different sources like .csv, .tsv, .json, .html, web rest Facebook API
• Data Pre-Processing like normalization, train test split, Handling missing data
• Web Scraping with python BeautifulSoup - extract value from structured HTML Data
• Exploratory data analysis on pima Indian diabetes dataset
• Visualization of Pima Indian diabetes dataset
• Data transformation and Scaling Data - Rescale Data, Standardize Data, Binarize Data, normalise data
• Basic introduction to What is Machine Learning, and Scikit learn overview Its type, and comparison with traditional system. Supervised learning vs Unsupervised Learning
• Understanding of regression, classification and clustering
• Feature selection and feature elimination technique.
• And Many Machine learning algorithm yet to come.
• Data Science Prerequisite : Basics of Probability and statistics
• Setup Data Science and Machine learning lab in Microsoft Azure Cloud
This course is for beginner and some experienced programmer who want to make career in Data Science and Machine learning, AI.
Prerequisite:
• basic knowledge in python programming (will be covered in python )
• High School mathematics
Enroll in this course, take look at brief curriculum of this course and take first step in wonderful world of Data.
See you in field.
Sincerely,
Ankit Mistry
Who this course is for:
• Anyone who is interested in DataScience
• Anyone who wants to learn - How to analyze data
• Those who want to make a career in Data Analytics, Machine learning, DataScience
VISITOR COMMENTS (0 )
FILE LIST
Filename
Size
Data Science & Machine Learning - Hands on Data Science 2020/01 Introduction/001 Download and Install Anaconda - Windows.en.srt
2.6 KB
Data Science & Machine Learning - Hands on Data Science 2020/01 Introduction/001 Download and Install Anaconda - Windows.mp4
14.1 MB
Data Science & Machine Learning - Hands on Data Science 2020/01 Introduction/002 Download and Install Anaconda - Ubuntu Linux.en.srt
8.8 KB
Data Science & Machine Learning - Hands on Data Science 2020/01 Introduction/002 Download and Install Anaconda - Ubuntu Linux.mp4
85.7 MB
Data Science & Machine Learning - Hands on Data Science 2020/01 Introduction/003 Overview Of Jupyter Notebook.en.srt
7.9 KB
Data Science & Machine Learning - Hands on Data Science 2020/01 Introduction/003 Overview Of Jupyter Notebook.mp4
12.9 MB
Data Science & Machine Learning - Hands on Data Science 2020/01 Introduction/004 Notes About Course.en.srt
4.3 KB
Data Science & Machine Learning - Hands on Data Science 2020/01 Introduction/004 Notes About Course.mp4
22.4 MB
Data Science & Machine Learning - Hands on Data Science 2020/01 Introduction/005 Join Online Classroom.html
2.2 KB
Data Science & Machine Learning - Hands on Data Science 2020/01 Introduction/external-assets-links.txt
326 B
Data Science & Machine Learning - Hands on Data Science 2020/02 Python crash course/006 Introduction - Python.en.srt
2.1 KB
Data Science & Machine Learning - Hands on Data Science 2020/02 Python crash course/006 Introduction - Python.mp4
2.9 MB
Data Science & Machine Learning - Hands on Data Science 2020/02 Python crash course/006 Python-Crash-Course.zip
2.6 KB
Data Science & Machine Learning - Hands on Data Science 2020/02 Python crash course/007 Python - Number String Variable.en.srt
12.2 KB
Data Science & Machine Learning - Hands on Data Science 2020/02 Python crash course/007 Python - Number String Variable.mp4
24.4 MB
Data Science & Machine Learning - Hands on Data Science 2020/02 Python crash course/008 Python - List tuples Dictionary Set.en.srt
14.1 KB
Data Science & Machine Learning - Hands on Data Science 2020/02 Python crash course/008 Python - List tuples Dictionary Set.mp4
25.4 MB
Data Science & Machine Learning - Hands on Data Science 2020/02 Python crash course/009 Python - Ifelse Looping.en.srt
11.6 KB
Data Science & Machine Learning - Hands on Data Science 2020/02 Python crash course/009 Python - Ifelse Looping.mp4
20.5 MB
Data Science & Machine Learning - Hands on Data Science 2020/02 Python crash course/010 Python - Function Lambda Map.en.srt
15 KB
Data Science & Machine Learning - Hands on Data Science 2020/02 Python crash course/010 Python - Function Lambda Map.mp4
25.2 MB
Data Science & Machine Learning - Hands on Data Science 2020/02 Python crash course/011 Python Exercise.html
1.9 KB
Data Science & Machine Learning - Hands on Data Science 2020/03 Data analysis with Numpy/012 Introduction - Numpy - Numerica Python.en.srt
4.5 KB
Data Science & Machine Learning - Hands on Data Science 2020/03 Data analysis with Numpy/012 Introduction - Numpy - Numerica Python.mp4
5.9 MB
Data Science & Machine Learning - Hands on Data Science 2020/03 Data analysis with Numpy/012 Numpy.zip
2.4 KB
Data Science & Machine Learning - Hands on Data Science 2020/03 Data analysis with Numpy/013 Numpy array.en.srt
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Data Science & Machine Learning - Hands on Data Science 2020/03 Data analysis with Numpy/013 Numpy array.mp4
29.7 MB
Data Science & Machine Learning - Hands on Data Science 2020/03 Data analysis with Numpy/014 Numpy array operations.en.srt
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Data Science & Machine Learning - Hands on Data Science 2020/03 Data analysis with Numpy/014 Numpy array operations.mp4
13.8 MB
Data Science & Machine Learning - Hands on Data Science 2020/03 Data analysis with Numpy/015 Indexing Slicing - Numpy array.en.srt
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Data Science & Machine Learning - Hands on Data Science 2020/03 Data analysis with Numpy/015 Indexing Slicing - Numpy array.mp4
21 MB
Data Science & Machine Learning - Hands on Data Science 2020/03 Data analysis with Numpy/016 Numpy Exercise.html
1.2 KB
Data Science & Machine Learning - Hands on Data Science 2020/03 Data analysis with Numpy/external-assets-links.txt
65 B
Data Science & Machine Learning - Hands on Data Science 2020/04 Data analysis with Pandas/017 Introduction - Pandas.en.srt
3.7 KB
Data Science & Machine Learning - Hands on Data Science 2020/04 Data analysis with Pandas/017 Introduction - Pandas.mp4
4.6 MB
Data Science & Machine Learning - Hands on Data Science 2020/04 Data analysis with Pandas/017 Pandas.zip
121.6 KB
Data Science & Machine Learning - Hands on Data Science 2020/04 Data analysis with Pandas/018 Pandas - Introduction to Series.en.srt
8.8 KB
Data Science & Machine Learning - Hands on Data Science 2020/04 Data analysis with Pandas/018 Pandas - Introduction to Series.mp4
14.1 MB
Data Science & Machine Learning - Hands on Data Science 2020/04 Data analysis with Pandas/019 Pandas - Introduction to Dataframe.en.srt
15.4 KB
Data Science & Machine Learning - Hands on Data Science 2020/04 Data analysis with Pandas/019 Pandas - Introduction to Dataframe.mp4
25.6 MB
Data Science & Machine Learning - Hands on Data Science 2020/04 Data analysis with Pandas/020 Dataframe - Index Multiindex.en.srt
10.9 KB
Data Science & Machine Learning - Hands on Data Science 2020/04 Data analysis with Pandas/020 Dataframe - Index Multiindex.mp4
19.8 MB
Data Science & Machine Learning - Hands on Data Science 2020/04 Data analysis with Pandas/021 Handling Missing Data - dropna fillna.en.srt
10.5 KB
Data Science & Machine Learning - Hands on Data Science 2020/04 Data analysis with Pandas/021 Handling Missing Data - dropna fillna.mp4
17 MB
Data Science & Machine Learning - Hands on Data Science 2020/04 Data analysis with Pandas/022 Grouping data.en.srt
13.6 KB
Data Science & Machine Learning - Hands on Data Science 2020/04 Data analysis with Pandas/022 Grouping data.mp4
26 MB
Data Science & Machine Learning - Hands on Data Science 2020/04 Data analysis with Pandas/023 Read Write .csv .html excel file.en.srt
7.4 KB
Data Science & Machine Learning - Hands on Data Science 2020/04 Data analysis with Pandas/023 Read Write .csv .html excel file.mp4
13.6 MB
Data Science & Machine Learning - Hands on Data Science 2020/04 Data analysis with Pandas/024 Visualization of data with pandas.en.srt
9.8 KB
Data Science & Machine Learning - Hands on Data Science 2020/04 Data analysis with Pandas/024 Visualization of data with pandas.mp4
18.3 MB
Data Science & Machine Learning - Hands on Data Science 2020/05 Data Visulization with Matplotlib/025 Introduction.en.srt
4.1 KB
Data Science & Machine Learning - Hands on Data Science 2020/05 Data Visulization with Matplotlib/025 Introduction.mp4
6 MB
Data Science & Machine Learning - Hands on Data Science 2020/05 Data Visulization with Matplotlib/025 MatPlotLib.zip
55.7 KB
Data Science & Machine Learning - Hands on Data Science 2020/05 Data Visulization with Matplotlib/026 Why Visualization.html
2.5 KB
Data Science & Machine Learning - Hands on Data Science 2020/05 Data Visulization with Matplotlib/027 MatplotLib - Basic plotting Plotting terminology.en.srt
13 KB
Data Science & Machine Learning - Hands on Data Science 2020/05 Data Visulization with Matplotlib/027 MatplotLib - Basic plotting Plotting terminology.mp4
21.5 MB
Data Science & Machine Learning - Hands on Data Science 2020/05 Data Visulization with Matplotlib/028 MatplotLib - Subplots.en.srt
5.8 KB
Data Science & Machine Learning - Hands on Data Science 2020/05 Data Visulization with Matplotlib/028 MatplotLib - Subplots.mp4
10.6 MB
Data Science & Machine Learning - Hands on Data Science 2020/05 Data Visulization with Matplotlib/029 Matplotlib - Special plot.en.srt
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Data Science & Machine Learning - Hands on Data Science 2020/05 Data Visulization with Matplotlib/029 Matplotlib - Special plot.mp4
8.8 MB
Data Science & Machine Learning - Hands on Data Science 2020/06 Data visualization - plotly/030 Plotly - introduction.en.srt
3.7 KB
Data Science & Machine Learning - Hands on Data Science 2020/06 Data visualization - plotly/030 Plotly - introduction.mp4
12 MB
Data Science & Machine Learning - Hands on Data Science 2020/06 Data visualization - plotly/030 plotly.zip
6.6 MB
Data Science & Machine Learning - Hands on Data Science 2020/06 Data visualization - plotly/031 Basic plotting - plotly.en.srt
7.8 KB
Data Science & Machine Learning - Hands on Data Science 2020/06 Data visualization - plotly/031 Basic plotting - plotly.mp4
47.9 MB
Data Science & Machine Learning - Hands on Data Science 2020/06 Data visualization - plotly/032 Exercise Extend Basic Plot.html
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Data Science & Machine Learning - Hands on Data Science 2020/06 Data visualization - plotly/033 Plotly scatter and line chart.en.srt
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Data Science & Machine Learning - Hands on Data Science 2020/06 Data visualization - plotly/033 Plotly scatter and line chart.mp4
72.7 MB
Data Science & Machine Learning - Hands on Data Science 2020/06 Data visualization - plotly/034 Plotly - Bar chart.en.srt
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Data Science & Machine Learning - Hands on Data Science 2020/06 Data visualization - plotly/034 Plotly - Bar chart.mp4
21.4 MB
Data Science & Machine Learning - Hands on Data Science 2020/06 Data visualization - plotly/035 Exercise Extend Bar Chart.html
1.2 KB
Data Science & Machine Learning - Hands on Data Science 2020/06 Data visualization - plotly/036 Plotly - Bubble chart.en.srt
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Data Science & Machine Learning - Hands on Data Science 2020/06 Data visualization - plotly/036 Plotly - Bubble chart.mp4
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Data Science & Machine Learning - Hands on Data Science 2020/06 Data visualization - plotly/037 Plotly - Histogram and Distribution plot.en.srt
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Data Science & Machine Learning - Hands on Data Science 2020/06 Data visualization - plotly/037 Plotly - Histogram and Distribution plot.mp4
71.4 MB
Data Science & Machine Learning - Hands on Data Science 2020/07 Data visualization with Tableau/038 Introduction to Tableau and Installation.en.srt
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Data Science & Machine Learning - Hands on Data Science 2020/07 Data visualization with Tableau/038 Introduction to Tableau and Installation.mp4
38.8 MB
Data Science & Machine Learning - Hands on Data Science 2020/07 Data visualization with Tableau/039 countries-of-the-world.csv
37.4 KB
Data Science & Machine Learning - Hands on Data Science 2020/07 Data visualization with Tableau/039 Load Data in Tableau.en.srt
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Data Science & Machine Learning - Hands on Data Science 2020/07 Data visualization with Tableau/039 Load Data in Tableau.mp4
35.7 MB
Data Science & Machine Learning - Hands on Data Science 2020/07 Data visualization with Tableau/040 countries-of-the-world.csv
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Data Science & Machine Learning - Hands on Data Science 2020/07 Data visualization with Tableau/040 Insight -1.en.srt
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Data Science & Machine Learning - Hands on Data Science 2020/07 Data visualization with Tableau/040 Insight -1.mp4
117.7 MB
Data Science & Machine Learning - Hands on Data Science 2020/07 Data visualization with Tableau/041 Insight - 2.en.srt
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Data Science & Machine Learning - Hands on Data Science 2020/07 Data visualization with Tableau/041 Insight - 2.mp4
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Data Science & Machine Learning - Hands on Data Science 2020/07 Data visualization with Tableau/042 Save Tableau Worksheet.en.srt
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Data Science & Machine Learning - Hands on Data Science 2020/07 Data visualization with Tableau/042 Save Tableau Worksheet.mp4
29.8 MB
Data Science & Machine Learning - Hands on Data Science 2020/08 Introduction to Data/043 Introduction to Data Continuous and Discrete Data.en.srt
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Data Science & Machine Learning - Hands on Data Science 2020/08 Introduction to Data/043 Introduction to Data Continuous and Discrete Data.mp4
30.7 MB
Data Science & Machine Learning - Hands on Data Science 2020/08 Introduction to Data/044 Nominal and Ordinal Data.en.srt
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Data Science & Machine Learning - Hands on Data Science 2020/08 Introduction to Data/044 Nominal and Ordinal Data.mp4
35.1 MB
Data Science & Machine Learning - Hands on Data Science 2020/09 Importing Data in python/045 Importing-Data.zip
351.3 KB
Data Science & Machine Learning - Hands on Data Science 2020/09 Importing Data in python/045 Introduction.en.srt
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Data Science & Machine Learning - Hands on Data Science 2020/09 Importing Data in python/045 Introduction.mp4
3 MB
Data Science & Machine Learning - Hands on Data Science 2020/09 Importing Data in python/046 news.txt
370 B
Data Science & Machine Learning - Hands on Data Science 2020/21 Data Science in Cloud/117 Data Science in Cloud - 2 (Microsoft Azure).mp4
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Data Science & Machine Learning - Hands on Data Science 2020/ReadMe.txt
