Data Science Certification

Advance your career in Data Science & Analytics with Industry case studies and Datasets. Enroll now and get trained by industry expert at VEPSUN

Advanced 0(0 Ratings) 0 Students enrolled
Created by Sanjeev Singh Last updated Fri, 11-Sep-2020 English
What will i learn?

Curriculum for this course
0 Lessons 00:00:00 Hours
Requirements
+ View more
Description
01 Learning Path
Introduction to Python
  • Concepts of Python Programming
  • Configuration of Development Environment
  • Using the Python Interpreter
  • Numbers and Strings
Data Science Fundamentals
  • Introduction to Data Science
  • Real world Use-Cases of Data Science
  • Walkthrough of Data Types
  • Data Science Project Lifecycle
More on Python
  • Tuples and Lists
  • Functions
  • Control Flow and Loops
  • Dictionaries
02 Learning Path
Introduction to NumPy
  • Basics of NumPy Arrays
  • Mathematical operations in NumPy
  • NumPy Array Manipulation
  • NumPy Array Broadcasting
Data Visualization in Python
  • Plotting Basic Charts in Python
  • Data Visualization with Matplotlib
  • Statistical Data Visualization with Seaborn
  • Coding Sessions using Matplotlib, Seaborn
Data Manipulation with Pandas
  • Data Structures in Pandas-Series and Data Frames
  • Data Cleaning in Pandas
  • Data Manipulation in Pandas
  • Handling Missing Values in Dataset
03 Learning Path
Exploratory Data Analysis
  • Introduction to Exploratory Data Analysis (EDA)
  • Plots to Explore Relationship between Two Variables
  • Histograms, Box Plots to Explore Variable
  • Heat maps, Pair Plots to Explore Correlations
  • Perform EDA to Explore Survival using Titanic Dataset
Linear Regression
  • Introduction to Linear Regression
  • Use Cases of Linear Regression
  • How to fit a Linear Regression Model?
  • Evaluating and Interpreting Results from Linear Regression models
  • Predict Bike sharing Demand
Introduction to Machine Learning
  • What is Machine Learning?
  • Use Cases of Machine Learning
  • Types of Machine Learning
  • Machine Learning Workflow
04 Learning Path
Logistic Regression
  • Introduction to Logistic Regression
  • Logistic Regression Use Cases
  • Understand use of odds & Logit function
  • Predicting Credit Card Default Cases
Model Evaluation Techniques
  • Metrics and Model Selection in Machine
  • Matrix for Predictions
  • Measures of Model Evaluation-Sensitivity
  • Use AUC-ROC Curve to Decide Best Model
  • Applying Model Evaluation Techniques
Decision Trees & Random Forest
  • Introduction to Decision Trees & Random Forest
  • Using Ensemble Methods in Decision Trees
  • Applications of Random Forest
  • Predict passenger Survival Using Titanic Dataset
05 Learning Path
Dimensionality Reduction using PCA
  • Introduction to Curse of Dimensionality
  • What is Dimensionality Reduction?
  • Applications of Principle Component Analysis
  • Optimize Model Using PCA
Naive Bayes Classifier
  • Introduction to Naive Bayes Classification
  • Refresher on Probability Theory
  • Applications of Naive Bayes Algorithm
  • Classify Spam Emails based on Probability
K-Nearest Neighbours
  • Introduction to KNN
  • Calculate Neighbours Using Distance Measures
  • Find Optimal Value of K in KNN Method
  • Advantage & Disadvantages of KNN
  • Classify Phishing Site Data Using Close Neighbour
06 Learning Path
K-Means Clustering
  • Introduction to K-means Clustering
  • Decide Clusters by Adjusting Centroids
  • Find Optimal 'K value' in K-means
  • Understand Applications of Clustering
  • Segment Hands in Pokerdata and Segment
Support Vector Machines
  • Introduction to SVM
  • Figure Decision Boundaries Using Support Vectors
  • Identify Hyperplane in SVM
  • Applications of SVM in Machine Learning
  • Predicting wine quality using SVM
+ View more
Other related courses
00:00:00 Hours
Updated Fri, 11-Sep-2020
0 0 $700 $550
00:00:00 Hours
Updated Fri, 11-Sep-2020
0 0 $800 $550
About the instructor
  • 0 Reviews
  • 0 Students
  • 33 Courses
+ View more
xyz ...

xyz ...

Student feedback
0
Average rating
  • 0%
  • 0%
  • 0%
  • 0%
  • 0%
Reviews
$545 $700
Buy now
Includes:
  • 00:00:00 Hours On demand videos
  • 0 Lessons
  • Full lifetime access
  • Access on mobile and tv