Niti

5 (1 review)

Rate $44
Response 1h
Students
Number of students Niti has accompanied since arriving at Superprof
1
Number of students Niti has accompanied since arriving at Superprof

5 (1 review)

$44/hr

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Career Coaching

Data Science with Python and Power BI FastTrack Bootcamp for working professionals and students

Career Coaching

Lesson location

- online

About Niti

I am a certified analytics professional with 6+ years of experience in the field of Data science. I have been actively training students across the globe on topics related to Data science. I am a former visiting faculty at IIT and Ministry of small medium enterprises. I am an Alumni of a Premium B school (Indian Institute of Management- Bangalore)

About the lesson

The entire course is case study based with hands on training in all topics. The syllabus covered are as follows:

Data science with Power BI, machine learning, Linear programming, Python and excel

Objective: Data scientist and data analyst are responsible for inferring hidden insights in the business data and solve business problems with machine learning algorithms.

Total course time: 9-10 weeks, 50 - 55 Hours

Syllabus:

Module 1 : Basic Statistics for Data science

· Day 1 - Basic business statistics, Variable types, Central tendency, Standard deviation and Variance

· Day 2 -Probability Theory - Basics and Baye's theorem

· Day 3 -Data Distributions

· Day 4 and 5 -Hypothesis Testing

· Day 6 - Case studies on Hypothesis Testing

· Assignment Case study : probabilities and Hypothesis testing

· Day 7 & 8 - Discussion on the Assignment and Query session

Module 2 : Data Visualization – Power BI

· Day 9 Introduction to Power BI , interface and products

· Day 10 Data Types and basic Visuals

· Day 11 Data cleaning with Power BI

· Day 12 Custom Visuals, custom dimensions and measures, slicers and indexing records

· Day 13 DAX queries

· Day 14 Complete dashboard and online publishing

· Day 15 On premises gate way, row level filtering

Module 3:

Introduction to Python Programming for Data Science

· Day 16 Data Munging Basics

· Day 17 Data visualization

· Day 18 Basic Maths with Python

· Day 19 Outlier Detection

Module 4 : Introduction to Machine Learning

· Day 20 Supervised learning and Unsupervised learing Introduction

· Day 21 Introduction to regression - simple linear regression

· Day 22 Multiple linear regression

· Day 23 Logistic regression

· Day 24 Random Forest

· Day 25 Support Vector Machine

· Day 26 XG Boost

· Day 27 Cluster Analysis with Python - K means

· Day 28 DB scan clustering

· Day 29 Market basket Analysis

· Day 30 Page Rank Algorithm

· Day 31 AHP

Module 5 : Optimization

· Day 32 Introduction to linear programming

· Day 33 Problems with Linear Programming

Other info: Our course is 100% job-oriented. Uses real-time applications like Healthcare analytics, HR analytics, NGO dataset, Production analytics and marketing analytics.

Recommendations

Recommendations come from relatives, friends and acquaintances of the teacher

Siddharth

Niti was a great tutor. Very knowledgeable and effective in curriculum delivery. She also goes above and beyond by helping her students fetch a job within the industry. Overall, I would recommend her to anyone looking to upskill or change their career.
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S
Siddharth
Niti was a great tutor. Very knowledgeable and effective in curriculum delivery. She also goes above and beyond by helping her students fetch a job within the industry. Overall, I would recommend her to anyone looking to upskill or change their career.
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5h: $220
10h: $440

online

$44/h

Data Science with Python and Power BI FastTrack Bootcamp for working professionals and students

Lesson location

About Niti

About the lesson

Recommendations

Rates

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online

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