Machine Learning for developers in Python

Machine Learning for developers in Python


  • Machine Learning for developers in Python

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    INR 4999
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About The Event



 Time : 9 AM to 6 PM


 Date : 26th and 27th, Saturday and Sunday


 Seats available – 10


 Course Fees – Rs. 4999 per person




Syllabus Overview


 • Machine leaning using python


 • 1 Month internship with industry project




What will you learn?


The workshop is meant to provide you with a solid base to build your machine learning skills. In particular, you will learn to:


-Recognize problems that can be solved with Machine Learning
-Select the right technique (is it a classification problem? a regression? needs preprocessing?)
-Load and manipulate data with Pandas
-Visualize and explore data with Matplotlib
-Build regression, classification and clustering models with Scikit-Learn
-Evaluate model performance with Scikit-Learn
-Build, train and serve a predictive model using Python




Workshop day wise Plan


 Day 1: Machine learning using Python


 Module 1: Theoretical Foundation of Machine Learning




• Overview of Machine Learning


• Supervised Learning, Unsupervised Learning


• Classification, Clustering & Regression


• Phases of ML Project


• Data Collection


• Data Preprocessing

• Data Visualization


• Data Preprocessing


• Model Creation


• Evaluation and Fine Tuning




Module 2: Data Collection


• BeautifulSoup & Scrappy for web collection


• Twitter, linkedin, facebook api’s for data collection




Module 3: Data Visualization / EDA




• Using matplotlib & Seaborn for Data visualization for inference


• Correlation doesn’t mean causation




Day 2: Machine learning using Python Cont.


Module 4: Data Preprocessing




• Using Pandas for Data Preprocessing, Cleaning dataset, filling missing values


• Feature engineering




Module 5: Model Creation




• Choosing features for ml model using scikit-learn


• Model creation & evaluation


• Fine Tuning the model




Module 6: Accuracy & Fine Tuning




• Checking model accuracy


• Accuracy parameters


• Cross validation


• Advanced ml techniques




• Regularization


• Bagging, Boosting




Seats are limited. So pre-book your seat by paying online fees or meet us at our office. For any queries call on 8446065656




Course fee - Rs. 4999/- per person for 2 days workshop




**Please carry your laptops for practice purpose**




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