UrbanPro
true

Practical Machine Learning With Python

LIVE
2 Hours

Course offered by Damodar

0 review

This course is for anyone who is interested in learning Machine Learning.

Student should have some basic knowledge in Programming like If Conditions, Loops, etc., can opt this course.

This course contains topics like Numpy, Pandas, Timeseries Analysis, Matplotlib, Seaborn, ML Basics, Projects on Regression, Classification and Clustering, Model Tuning, Advanced Projects atleast 10 (Demo, Guided and Assignment based Projects)

Detail Topic List:

Introduction

  • Course Overview
  • Installation of Anaconda
  • Jupyter Notebook Basics
  • DataSets

 

Python Programming

  • Operators
    • Arithmetic Operators
    • Comparison or Relational Operators
    • Logical or Boolean Operators
    • Bitwise Operators
    • Assignment Operators
    • Special Operators
  • Math Library
  • Variables
  • Data Types
  • Typecasting
  • Booleans
  • Strings
  • Special Characters in a String
  • Split and Strip a String
  • Introduction to Lists
  • Lists Slicing and Reverse Order
  • Kinds of Lists
  • Concatenate Strings Using join() method
  • Add Lists
  • Introduction to Dictionary
  • Dictionary and Itâ??s Methods
  • Nested Dictionary
  • Create Dictionary Using zip() method
  • Tuples
  • Set
  • If Condition
  • While Loop
  • Range() Method
  • For Loop
  • Reserve Keywords
  • Built-In Functions
  • User Defined Functions
  • Anonymous or Lambda Functions
  • File IO Operations

 

       

Numpy

  • Necessity of Numpy
  • Creation & Metadata of Numpy Arrays
  • Broadcasting
  • Numpy Built-In Functions
  • Data Types
  • Typecasting
  • Matrix Multiplication
  • Change of Numpy Shape
  • Numpy Slicing
  • Boolean Indexing
  • Filter Data
  • Statistical Methods
  • Sort, Min & Max of Numpy Arrays
  • Stacking & Splitting
  • Copy Vs. View

 

 

Pandas

  • Series
  • DataFrame
  • Metadata
  • Rename Columns & Indices
  • Transpose DataFrame
  • Slice a DataFrame
  • Boolean Indexing
  • Missing Values
  • Replace Values
  • Search, Extract & Create New Columns
  • Set & Unset Index
  • Built-In Customized Functions
  • Value_counts() Method
  • Groupby() & Associated Methods
  • Concat & Append
  • Merge
  • Reshape â?? Stack & Unstack
  • Pivoting
  • Melt
  • Dummy Variables
  • Crosstab() Method
  • Upper, extract, replace & split Methods
  • Regular Expressions
  • Contains Method
  • StartsWith Method
  • Multiple String Method at a Time
  • Manipulate Column Names
  • Show Columns based on Keyword
  • Read_csv() method
  • Tabbed File
  • Fixed Width Files
  • JSON Data
  • HTML Data
  • XML Data
  • API
  • Export DataFrame to CSV File
  • Encoded Data Files
  • Bad Data
  • Select Columns Based on Datatype

 

Time Series Analysis

  • How to Convert Non-Timestamp To Timestamp
  • Invalid Data
  • Unix/Epoch Time
  • Datetime Index
  • Current Date Time
  • Date_range & bdate_range Methods
  • Pandas Slicing
  • More components of Datetime
  • Strftime() method
  • Period Range
  • Period
  • Reseample
  • Handle TimeZone

 

Matplotlib

  • One Axis Plot
  • Two Axis Plot
  • Line Style & Color
  • X and Y Limits
  • Line Width
  • Multiple Plots in One Chart
  • Title, X & Y Labels
  • Gridlines
  • Annotations
  • Ticks
  • Spines
  • Legend
  • Subplots
  • Line Plot
  • Bar Graph
  • Scatter Plot
  • Area Plot
  • Box Plot
  • Histogram
  • Pie Chart

       

Seaborn

  • Count Plot
  • Box Plot
  • Violin Plot
  • Swarm Plot
  • Overlaying Plot of Univariate Variables
  • Facet Grid
  • Lmplot & regplot
  • Size & Shape of a Plot
  • Pair Plot
  • Join Plot
  • Heat Map

 

Statistics

  • Types of Data
  • Population Vs Sample
  • Sampling Methods
  • Branches of Statistics
  • Distribution
  • Variance Vs. Standard Deviation
  • Z-Score
  • Correlation
  • Models
  • Probability

 

Machine Learning Basics

  • Labelled Vs Unlabeled Data
  • Types of ML Algorithms
  • How ML Predict things
  • Count Vectorizer
  • Difference between fit and fit_transform Methods
  • Special & Numerical Chracters
  • Remove HTML Tags from Text Data
  • Remove Stop words from Text
  • Stemming
  • Train Test Split
  • Accuracy â?? MAE, MSE, RMSE & Variance Score

Projects

  • Simple Linear Regression
  • Multiple Linear Regression
  • Polynomial Regression
  • Classification Algorithms
  • Clustering Algorithms

 

Model Tuning

  • Alpha
  • L1 Ratio
  • N Estimators
  • Max Features
  • Learning Rate
  • Max Depth
  • C
  • Kernel
  • Gamma
  • Criterion
  • Splitter
  • Random State
  • Min Samples Split
  • Max Iterations
  • Dual
  • Min Samples Leaf
  • P
  • N Neighbors
  • Metric
  • Alpha
  • Fit Prior
  • Priors

 

Projects

  • Demo Projects â?? 3 to 4 Projects on Regression & Classification
  • Guided Projects â?? 2 to 3 Projects
  • Assignment Projects â?? 5 Projects

 

Gallery (5)

About the Trainer

Damodar picture

Avg Rating

0 Reviews

0 Students

1 Courses

Damodar

M.B.A.

4 Years of Experience

I have 10+ Years of Experience in IT Industry. I have worked on various technologies like SQL Server, PowerShell, JavaScript, Machine Learning, etc., I am a Freelance Online Trainer, who can teach Machine Learning in depth (Step by Step).

Students also enrolled in these courses

LIVE
125 reviews

Course offered by K Venkata Rao

281 reviews
LIVE
28 reviews

Course offered by K Venkata Rao

281 reviews
LIVE
15 reviews
50 Hours

Course offered by Shaik

16 reviews
LIVE
3 Hours

Course offered by Sailaja

21 reviews

Tutor has not setup batch timings yet. Book a Demo to talk to the Tutor.

Different batches available for this Course

No Reviews yet!

Reply to 's review

Enter your reply*

1500/1500

Please enter your reply

Your reply should contain a minimum of 10 characters

Your reply has been successfully submitted.

Certified

The Certified badge indicates that the Tutor has received good amount of positive feedback from Students.

Different batches available for this Course

tickYou have successfully registered

Practical Machine Learning With Python by Damodar

Damodar picture
LIVE

Class
starts in

01

Hour

01

Min

01

Sec

Select One

Register Now

Do you want to Register for this Free class?

Yes, Register No, not right now

Tell us a little more about yourself

Practical Machine Learning With Python by Damodar

Damodar picture
LIVE

Class
starts in

01

Hour

01

Min

01

Sec

Please enter Student name

Please enter your email address.

Please enter phone number.

Verify Your Mobile Number

Please verify your Mobile Number to book this free class.

Update

Please enter 10 digit phone number.

Please enter your phone number.

Please Enter a valid Mobile Number

This number is already in use.

Resend

Please enter OTP.

Or, give a missed call and get your number verified

080-66-0844-42

This website uses cookies

We use cookies to improve user experience. Choose what cookies you allow us to use. You can read more about our Cookie Policy in our Privacy Policy

Accept All
Decline All

UrbanPro.com is India's largest network of most trusted tutors and institutes. Over 55 lakh students rely on UrbanPro.com, to fulfill their learning requirements across 1,000+ categories. Using UrbanPro.com, parents, and students can compare multiple Tutors and Institutes and choose the one that best suits their requirements. More than 7.5 lakh verified Tutors and Institutes are helping millions of students every day and growing their tutoring business on UrbanPro.com. Whether you are looking for a tutor to learn mathematics, a German language trainer to brush up your German language skills or an institute to upgrade your IT skills, we have got the best selection of Tutors and Training Institutes for you. Read more