Loading

(5) | 690 Learners | 25 Hrs

Home / Courses / Machine Learning with Python Training

Machine Learning with Python Training



Machine Learning with Python Training Overview

Course Duration 25 hrs
Training Options Live Online / Self-Paced / Classroom
Live Projects 4
Certification Pass Guaranteed

Enrolling for Machine Learning with Python training dives you through the basic and advanced concepts of Machine Learning. In Machine Learning with Python classroom and online training get a detailed overview of Unsupervised and Supervised Learning. After undergoing this training you would be an expert in clustering, classification, regression, python packages like Numpy, Matplotlib, Scikit and more. 

Machine Learning with Python Training Course Objective

After completion of this Machine Learning with Python course, you will learn about the major concepts like: 

  • Basics of machine learning
  • Clustering
  • Decision trees
  • Logistic regression
  • Descriptive statistics
  • Latest supervised learning
  • Algorithms and Data structures present in Pandas, Numpy, and Scipy for data analysis and modeling
  • Know to create classifiers 
  • Learn to reduce dimensions and choose accurate data models
  • Use analytics libraries with PIG, HIVE, and Hadoop MapReduce

Data Analysts, Data Architects, Developers and aspirants willing to learn data analysis can take up this course for better prospects. 

Machine Learning with Python Training Curriculum

Module 1: All About Data Science

  • Overview of data science and its importance
  • Data Science Applications   
  • Different Data Science Tools
  • Project Methodology in Data Science 

Module 2: Python Concepts

  • Set up Python framework and packages: pip and Anaconda 
  • Compiling and executing python programs with Spyder Command Prompt
  • Know about Jupyter notebooks
  • Create Python variables
  • String, Numeric, and logical operations

Module 3: Iterative Functions and Operations in Python

  • Compile for loops in Python
  • Conditional blocks and While loops
  • Dictionary/List comprehensions with loops
  • Compile your functions in Python
  • Compile your functions and classes

Module 4: Data Visualization and Summary in Python

  • Purpose of data summary & visualization
  • Numeric data in pandas
  • Categorical data
  • Group-wise synopsis of mixed data
  • Basics of visualization using Seaborn and ggplot 
  • Inferential visualization using Seaborn

Module 5: Data Handling in Python with Pandas and NumPy

  • Know NumPy arrays, properties, and functions 
  • Understand Pandas & data frames
  • Export and import external data in Python
  • Feature engineering with Python

Module 6: Generalized Linear Models

  • Linear Regression
  • Regularise Generalized Linear Models
  • Lasso and Ridge Regression
  • Logistic Regression

 Module 7: Tree Models with Python

  • Overview of decision trees
  • Tune tree size with cross-validation
  • Work with Bagging algorithm
  • Random Forests
  • Grid and randomized grid search
  • ExtraTrees  
  • Understand Partial dependence plots

Module 8: Boosting Algorithms with Python

  • Basics of weak learners
  • Know about boosting algorithms
  • Adaptive Boosting
  • Extreme Gradient Boosting  

Module 9: Machine Learning Basics

  • Convert business to data problems
  • Understand unsupervised and supervised learning
  • Understand biases with any machine learning algorithm
  • How to reducing bias and increasing generalization capacity
  • Drivers of machine learning algorithms
  • What is gradient descent?
  • Cost functions
  • Value of model validation
  • Model validation Methods 
  • Average error and Cross-validation   

Module 10: Support Vector Machines (SVM) & kNN

  • What is observation-based learning?
  • Similarities and Differences  
  • k Nearest Neighbours (kNN)  
  • Know about SVM
  • Regression with SVM and kNN

Module 11: Unsupervised Learning Concepts

  • Need for the reduction in dimensionality  
  • Principal Component Analysis (PCA)
  • Difference between Latent Factors and PCAs 
  • Factor Analysis
  • Hierarchical, DBSCAN and K-means Clustering

Module 12: Text Mining Concepts

  • Gathering text data with web scraping and urllib
  • Process raw web data with Beautiful Soup
  • Interacting with Google search with urllib and custom user agent
  • Collect twitter data using Twitter API
  • Naive Bayes Algorithm
  • Feature Engineering using text data
  • Sentiment analysis

Module 13: Version Control with Interactive Data Products and Git

  • Purposes of Version Control
  • Set up GitHub and git accounts on a local machine
  • Create and upload GitHub Repos
  • Pull and push requests with GitHub App
  • Merge and fork projects
  • Know about plotting and Bokeh charts

Conclusion:

This Machine Learning with Python training classes accelerates your career by providing a successful certification. Expert trainers give you real-time industry scenarios with practical assignments. CA Software Technologies (CAST) offers updated course curriculum through classroom, corporate and online training. They mold the students to become expert professionals with 100% job assistance in India and abroad.  

Machine Learning with Python Training Options

For Corporates

Live Instructor Led Machine Learning with Python Training
  • Live Presentation of theory and demonstration of features and tasks of the Denodo
  • Learn as per a daily schedule.
  • You get recordings of each training session that you attend.
  • Clarify doubts at the beginning of each training session.
  • Delivered through Goto Meeting.
  • Completely Customizable Course Content & Schedule.
  • Certification Guidance Provided.
Machine Learning with Python Training Classroom Training
  • F2F interactive presentation of theory and demonstration of features and tasks of the Denodo
  • Learn as per full day schedule with discussions & exercises.
  • No recordings available, however you can choose self-paced video if needed.
  • Doubts Clarifications.
  • Delivered through F2F as trainer conducts the training at your facility.
  • Completely Customizable Course Content & Schedule.
  • Certification Guidance Provided.
Self Paced Learning
  • High Quality videos built by industry experts with theory and demonstration of features and tasks of the Denodo
  • Learn at your Convenience.
  • You get pre-defined recordings.
  • Delivered through LMS.
  • Fixed Course Content.
  • Certification Guidance Provided.

Machine Learning with Python Training Upcoming Batches

Mon-28-2022

IST: 6 to 7 AM & PM,
IST: 7 to 8 AM & PM,
IST: 8 to 9 AM & PM,
IST: 9 to 10 AM & PM,
Tue-29-2022

IST: 6 to 7 AM & PM,
IST: 7 to 8 AM & PM,
IST: 8 to 9 AM & PM,
IST: 9 to 10 AM & PM,
Wed-30-2022

IST: 6 to 7 AM & PM,
IST: 7 to 8 AM & PM,
IST: 8 to 9 AM & PM,
IST: 9 to 10 AM & PM,
Thu-01-2022

IST: 6 to 7 AM & PM,
IST: 7 to 8 AM & PM,
IST: 8 to 9 AM & PM,
IST: 9 to 10 AM & PM,
Fri-02-2022

IST: 6 to 7 AM & PM,
IST: 7 to 8 AM & PM,
IST: 8 to 9 AM & PM,
IST: 9 to 10 AM & PM,


Sat-03-2022

IST: 6 to 7 AM & PM,
IST: 7 to 8 AM & PM,
IST: 8 to 9 AM & PM,
IST: 9 to 10 AM & PM,
Sun-04-2022

IST: 6 to 7 AM & PM,
IST: 7 to 8 AM & PM,
IST: 8 to 9 AM & PM,
IST: 9 to 10 AM & PM,
Sat-10-2022

IST: 6 to 7 AM & PM,
IST: 7 to 8 AM & PM,
IST: 8 to 9 AM & PM,
IST: 9 to 10 AM & PM,
Sun-11-2022

IST: 6 to 7 AM & PM,
IST: 7 to 8 AM & PM,
IST: 8 to 9 AM & PM,
IST: 9 to 10 AM & PM,
Sat-17-2022

IST: 6 to 7 AM & PM,
IST: 7 to 8 AM & PM,
IST: 8 to 9 AM & PM,
IST: 9 to 10 AM & PM,
Sun-18-2022

IST: 6 to 7 AM & PM,
IST: 7 to 8 AM & PM,
IST: 8 to 9 AM & PM,
IST: 9 to 10 AM & PM,
Sat-24-2022

IST: 6 to 7 AM & PM,
IST: 7 to 8 AM & PM,
IST: 8 to 9 AM & PM,
IST: 9 to 10 AM & PM,
Sun-25-2022

IST: 6 to 7 AM & PM,
IST: 7 to 8 AM & PM,
IST: 8 to 9 AM & PM,
IST: 9 to 10 AM & PM,


24/7

Pick any date from calender
Select your suitable day's of this month
Facielitating all, 365 day's for your best learning
Drop your valuable Request


comment-img
comment-img
comment-img

What our Customer say's

"Great explanation of concepts through live examples, this helped me to link the topics and understand the connect between various topics of Tibco Spotfire Admin. Excellent. Great learning experience.. Thanks a lot CAST!!"

Mr. Chandra

Certified Student

(4.5)

"Thank You for the sessions that helped me gaining knowledge in Spotfire. Trainers experience helped me to get detailed information regarding the key concepts and challenging tasks in real time. Thanks once again"

Mr. Arun

Certified Student

(4.5)

"The trainer of the casoftwaretechnologies.com is top rated customer provided the more useful information In Tibco Spotfire Admin Training than the normal which helped me to improve my skills.. Thanks to CA software technologies"

Mrs. Ramya

Certified Student

(4)

Machine Learning with Python Training Certification !

Become a successful online learner

Upgrade to new skills and share your certificate of achievement with the community.

Fast track your career

Use the coveted certification to your advantage and charge up the corporate ladder.

Validate your learning

Receive the coveted certificate from CA Software Technologies

Cooming Soon

Features

Online guidance session or Instructor led course delivery online

24*7 delivery of learning through live lectures and demonstrations by industry experts. Weekend class: 8 sessions of 1 to 4+ hours each in Online Mentorship Mode

Hands-on experience with Real-time scenarios

End to end training with real-time practical exposure. Get to experience on projects using key progressive concepts.

Gauge learners understanding

Formative evaluation of the trainees at the end of each class.

Unlimited Online Access

You get Lifetime Unlimited Online Training Videos, presentations, installation guide to enhance your knowledge

7×24 technical support expertise

24/7/365 technical support with powerful ticket tracking system for life

Certification

Stay ahead of the game with our certificate after course completion

Assessments

Each class will be followed by a test to assess your learning.

Want to Become An Instructor?

Contact Us

Experts Available 24 x 7

+91 912 110 4115
info@casoftwaretechnologies.com

Enquiry Now
+91 912 110 4115
Experts Available 24 x 7