DataScientist Online Training
Feel free to contact
Call : +91-8870903864
Or E-mail
[email protected]
DataScientiset Course Content
1. Introduction: What is Data Science? - Big Data and Data Science hype – and getting past the hype - Why now? – Datafication - Current landscape of perspectives - Skill sets needed
2. Statistical Inference - Populations and samples - Statistical modeling, probability distributions, fitting a model - Intro to R
3. Exploratory Data Analysis and the Data Science Process - Basic tools (plots, graphs and summary statistics) of EDA - Philosophy of EDA - The Data Science Process - Case Study: RealDirect (online real estate firm)
4. Three Basic Machine Learning Algorithms - Linear Regression - k-Nearest Neighbors (k-NN) - k-means
5. One More Machine Learning Algorithm and Usage in Applications - Motivating application: Filtering Spam - Why Linear Regression and k-NN are poor choices for Filtering Spam - Naive Bayes and why it works for Filtering Spam - Data Wrangling: APIs and other tools for scrapping the Web
6. Feature Generation and Feature Selection (Extracting Meaning From Data) - Motivating application: user (customer) retention - Feature Generation (brainstorming, role of domain expertise, and place for imagination) - Feature Selection algorithms – Filters; Wrappers; Decision Trees; Random Forests
7. Recommendation Systems: Building a User-Facing Data Product - Algorithmic ingredients of a Recommendation Engine - Dimensionality Reduction - Singular Value Decomposition - Principal Component Analysis - Exercise: build your own recommendation system
8. Mining Social-Network Graphs - Social networks as graphs - Clustering of graphs - Direct discovery of communities in graphs - Partitioning of graphs - Neighborhood properties in graphs
9. Data Visualization - Basic principles, ideas and tools for data visualization 3 - Examples of inspiring (industry) projects - Exercise: create your own visualization of a complex dataset
10. Data Science and Ethical Issues - Discussions on privacy, security, ethics - A look back at Data Science - Next-generation data scientists
Data Scientist training online, Data Scientist training material, Data Scientist training cost, Data Scientist training pdf, Data Scientist training in USA uae India, Data Scientist training, Data Scientist online Corporate training malaysia Singapore, Data Scientist software, Data Scientist training in bangalore, Data Scientist training institutes in hyderabad, Data Scientist training in chennai, Data Scientist training in hyderabad, Delhi, Mumbai, Pune, Data Scientist , Data Scientist webinar, Data Scientist online training singapore, Data Scientist eam, Data Scientist as a service, Data Scientist online Training Data Scientist online Training Data Scientist online Training Data Scientist online Training maximo scheduler, Data Scientist (consumer product) Data Scientist online Training Data Scientist online Training Data Scientist online Training Data Scientist online Training Data Scientist online Training , Post Training Support