IT Software Courses in Bangalore

Machine Learning & Artificial Intelligence Coding Bootcamps

  • The aim of this bootcamp is to equip anyone with a strong fundamental knowledge of Machine Learning/Artificial Intelligence

  • Our program is specially designed to understand the theories behind all the complex ML algorithms, do real-life use-cases and code in the class to build relevant models.

  • We cover various use-cases from all the domains. The concepts and projects range from basic to advance level Neural Network models.

  • Participants of all experience levels will take home a wealth of knowledge and skillset to progress his/her career in this exciting domain.

  • Participants from all domains and experience levels are welcome.

  • No prior coding experience is necessary.

1. Will we cover both theory and hands-on?
Yes, our bootcamp is specifically designed to understand the core concepts and practise it with relevant hands-on. Participants will be actually implementing ML models which will help them in a long way.

2. Is prior coding experience necessary? I am from Testing background
Absolutely not necessary. You should only have logical understanding.

3. Is knowing statistics or maths important?
Statistics and Maths are what you will learn in the bootcamp since these are the building blocks of ML. Basic maths - which we all studied in school is sufficient to start learning.

4. What all languages/platforms will be used to develop the models?
R and Python will be used. For Deep Learning, Keras with Tensorflow as the backend will be used.

5. WIll we do Image Detetction in the bootcamp?
Yes, Image Detetction or Computer Vision will be covered

6. Will NLP be covered?
Yes, Natural Language Processing(NLP) will be covered in the Bootcamp

7. How will we get the data to work upon?
Do not worry. We will provide all the data with which you will be building the ML models.

8. WIll you follow any books? If so, can you please mention?
We will follow our carefully designed content. It is a mix of theory and practicals.

9. WIll the course material be shared?
Yes, course material will be shared with the participants.

10. How well can I benefit from this course?
It all depends on how much effort you will put. We do our best and answer all the doubts that you will have. Please put in maximum effort so that you learn and take your career forward. Wish you - all the best.

Machine Learning & Artificial Intelligence Bootcamp Weekend Schedule

Day Topic Duration in Hours
1
  • Introduction to Machine Learning and Artificial Intelligence
  • Understanding Python & R for ML/AI
  • Basics of Statistics
  • Hands on to read the data, clean the data and do Basic analysis
  • Supervised,Unsupervised Learning
  • Real Life Use-cases
  • Linear Regression
  • Regularization
  • Hands on - Build 1st model
  • Improve performance of the model
  • Logistic Regression
  • Hands on - Build a Classification Model
  • Best Practises while building ML models
  • Decision Trees
  • Bagging, Boosting methods
  • Random Forest
  • Hands on - build a Decision Tree model
5
2
  • Support Vector Machines (SVM)
  • k-NN
  • Hands on - build a model to detect Breast Cancer
  • Neural Network
  • Forward and Backward Propagation
  • Deep Learning
  • Activation Functions
  • Hands on - build the Neural Network model to mimic human level inteliigenc
  • Computer Vision(CV)
  • Image Detection and Object Classification
  • Hands on in Keras with Tensorflow as backend
  • Natural Language Processing(NLP)
  • Stemming, TF-IDF, Topic Modelling
  • Hands on in NLP
  • Clustering with k-means
  • Hands on in Clustering to do Social Media Analysis
  • Market Basket analysis, Recommendation Engine
5

Machine Learning & Artificial Intelligence Bootcamp Weekdays Schedule

Day Topic Duration in Hours
1
  • Introduction to Machine Learning and Artificial Intelligence
  • Understanding Python & R for ML/AI
  • Basics of Statistics
  • Hands on to read the data, clean the data and do Basic analysis
  • Supervised,Unsupervised Learning
2
2
  • Linear Regression
  • Classification and Logistic Regression
  • Hands on - how to build the basic model and improve the accuracy
  • Regularization
  • k-NN
  • Project 1 - build a model to detect Breast Cancer
2
3
  • Decision Trees, Random Forest
  • Support Vector Machines(SVM)
  • Project 2 - build a model to predict the loan defaulters for a bank
2
4
  • Neural Networks
  • Forward and Backward Propagation
  • Activation Functions
  • Deep Learning basics
  • Image Detectin/Computer Vision - fundamentals
  • Natural Language Processing(NLP) - fundamentals
  • Project 3 - build a Neural Network model to mimic humal level intelligence
2
5
  • Clustering and k-means
  • Market Basket Analysis
  • Project 4 - build a model to do Social Media analysis
2
 

For Registration and for more Information on Machine Learning & Artificial Intelligence Bootcamp Training in Bangalore, contact ZenRays - the best Machine Learning & Artificial Intelligence Bootcamp Training Institutes Bangalore at +91 9916482106 | 080 41127272 | corporate@zenrays.com

Machine Learning & Artificial Intelligence Bootcamp Training near me

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