Data science is an inter-disciplinary field that uses scientific methods, processes, algorithms and systems to extract knowledge and insights from many structural and unstructured data. Data science is related to data mining, deep learning and big data.

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Data Science


 Beginner

INR 2000/-  INR 1000/-

What You'll Learn

Classification and feature selection , ANN, KNN , Model Validation , Predictive modelling
Analytics Applications in Business Verticals & Function
Model Deployment, Mixture of Gaussian, NLP, Markov Modelling, Optimization for Prescriptive Analytics

About

Data science is an inter-disciplinary field that uses scientific methods, processes, algorithms and systems to extract knowledge and insights from many structural and unstructured data. Data science is related to data mining, deep learning and big data.

Requirements

knowledge about Mathematical Modeling

Information about Statistics

knowledge about Databases

Course Outline

  • • Python for Data Science Introduction
  • • Python for Data Science: Data Structures
  • • Python for Data Science: Functions
  • • Python for Data Science: Numpy
  • • Python for Data Science: Matplotlib
  • • Python for Data Science: Pandas
  • • SQL
  • • Plotting for exploratory data analysis (EDA)
  • • Linear Algebra
  • • Probability and Statistics
  • • Interview Questions on Probability and statistics
  • • (t-SNE)T-distributed Stochastic Neighbourhood Embedding
  • • Real world problem: Predict rating given product reviews on Amazon
  • • Classification And Regression Models: K-Nearest Neighbors
  • • Performance measurement of models
  • • Classification algorithms in various situations
  • • Support Vector Machines (SVM)
  • • Decision Trees
  • • Ensemble Models
  • Personalized Cancer Diagnosis
  • Microsoft Malware Detection
  • • Unsupervised learning/Clustering
  • • Hierarchical clustering Technique
  • • DBSCAN (Density based clustering) Technique
  • • Recommender Systems and Matrix Factorization
  • Neural Networks.
  • Deep Multi-layer perceptrons
  • Convolutional Neural Nets.

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Anjan kumar

Sr Data Scientist

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