| Program Fees: | $200.00 |
| Discount Price: | $160.00 |
| You save: | $40.00 (20%) |
Intro to Data Science
Learning Objectives:
Get an idea of what data science really is.Get acquainted with various analysis and visualization tools used in data science.
Topics Covered:
- What is Data Science?
- Analytics Landscape
- Life Cycle of a Data Science Project
- Data Science Tools & Technologies
Mastering Python
Topics Covered:
- Python Basics
- Data Structures in Python
- Control & Loop Statements in Python
- Functions & Classes in Python
- Working with Data
- Analyze Data using Pandas
- Visualize Data
- Case Study
Probability & Statistics
Topics Covered:
- Measures of Central Tendency
- Measures of Dispersion
- Descriptive Statistics
- Probability Basics
- Marginal Probability
- Bayes Theorem
- Probability Distributions
- Hypothesis Testing
Advanced Statistics & Predictive Modeling - I
Topics Covered:
- ANOVA
- Linear Regression (OLS)
- Case Study: Linear Regression
- Principal Component Analysis
- Factor Analysis
- Case Study: PCA/FA
Advanced Statistics & Predictive Modeling - II
Topics Covered:
- Logistic Regression
- Case Study: Logistic Regression
- K-Nearest Neighbor Algorithm
- Case Study: K-Nearest Neighbor Algorithm
- Decision Tree
- Case Study: Decision Tree
Time Series Forecasting
Topics Covered:
- Understand Time Series Data
- Visualizing Time Series Components
- Exponential Smoothing
- Holt's Model
- Holt-Winter's Model
- ARIMA
- Case Study: Time Series Modeling on Stock Price
Live Project & Interview Questions
TuneTM offers advanced Data Science interview questions and answers along with Data Science resume samples.
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What is I miss one (or) more class?
No worries. It might happen. We will reschedule the classes as per your convenience within the stipulated course duration with all such possibilities. And if required you can even attend that topic if any other live batches.
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