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Machine Learning 101 - Predicting the Future with Data

LIVE
72 Hours

Course offered by Rohit Madan

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Machine learning 101 - (Course also involves a live Project)

Learn the core ideas in machine learning and build your first models

The Python programming language is emphasized in our course.  We cover topics such as data acquisition, data analysis, Numpy, Pandas, Matplotlib statistics, visualization, prediction and machine learning with Scikit Learn, we also dive a little into Keras - Natural Language Processing and more.

  • Phase 1: Python and database fundamentals
  • Phase 2: Statistical applications
  • Phase 3: Machine learning and Big Data
  • Phase 4: Two weeks of final project work.
 
1. How Models Work
The first step if you're new to machine learning
 
 
2. Basic Data Exploration
Load and understand your data
 
 
3.Your First Machine Learning Model
Building your first model. Hurray!
 
 
4. Model Validation
Measure the performance of your model ? so you can test and compare alternatives
 
 
5. Underfitting and Overfitting
Fine-tune your model for better performance.
 
 
6. Classification using machine learning 
Using a more sophisticated machine learning algorithm.
 
 
7. Linear Regression and Logistic Regression
Computer Science + Maths - theory , exercises + coding challenges 
 
8. Random Forest 
Computer Science + Maths - theory , exercises + coding challenges 
 
9. SVM 
Learning the toolkit of a Data Scientist 
 
10. Intro to Keras - Natual Language processing 
On route to making Chatbots
 
Pre-requisites
No prior data science experience is required. However, all students will be required to go through some pre-work. Students who take the introductory Python Foundation workshop (Python 101) maybe exempt from pre-work.
 
Conclusion 
This is prelude to neural net and Artificial intelligence.
Students will learn everything about building, training models and predicting using Machine learning techniques.

About the Trainer

Rohit Madan picture

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3 Courses

Rohit Madan

B.Tech/M.Tech Computer Science

5 Years of Experience

(All prices are for 1-1 coaching) Group batches/prices are cheaper.
My advice to anyone looking to learn python is - you can learn on your own much better than a cheap course by a theory minded teacher, do not fall prey to them, I advise for free even if you don't take classes from me, drop me a text.

I love python.

Whom do I teach? - Beginners, novices seeking jobs in coding and Technology
What do I Teach? - Python and Data Science
How do I teach it? - Explain theory like Alphabets and prepare students to code like making sentences out of Alphabets.
Why am I fit to teach? - I work as a technology manager and Sr consultant in 3 startups, I hire engineers at work and have handled/managed teams of developers. I know what it takes to get a job inside the industry and I teach exactly that.

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