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Python

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Python Basic

  • Introduction to Python1
  • Conditional Statements2
  • Looping3
  • Control Statements4
  • String Manipulation5
  • Lists6
  • Tuple7
  • Dictionaries8
  • Functions9
  • Modules10
  • Input-Output11
  • Exception Handling12

Advance Python

  • OOPs concept1
  • Regular expressions2
  • CGI3
  • Database4
  • Networking5
  • Multithreading6
  • GUI Programming7
  • Sending email8

Machine Learning with Python

  • Module 1 - Introduction to Machine Learning1
  • Module 2 - Regression2
  • Module 3 - Classification3
  • Module 4 - Unsupervised Learning4
  • Module 5 - Recommender Systems5

Data Science

  • Introduction to Data Science1
  • Exploratory data analysis2
  • Introduction to machine learning3
  • Linear regression and regularization4
  • Model selection and evaluation5
  • Classification: kNN, decision trees6
  • Classification: SVM7
  • Ensemble methods: random forests8
  • Intro to probability: Naïve Bayes and logistic regression9
  • Feature engineering and selection10
  • Clustering: k-means, hierarchical,clustering11
  • Dimensionality reduction: PCA and SVD12
  • Text mining and information retrieval13
  • Network Analysis14
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