Data Analysis with Python
4.6 /5- Offered byCognitive Class
Data Analysis with Python at Cognitive Class Overview
Data Analysis with Python
at Cognitive Class
Learn everything you need to know about data analysis with python and give a boost to your professional career
Duration | 3 hours |
Mode of learning | Online |
Schedule type | Self paced |
Difficulty level | Beginner |
Credential | Certificate |
Data Analysis with Python at Cognitive Class Highlights
Data Analysis with Python
at Cognitive Class
- Gain expertise on skills like Python, Data Science, Data Analysis
Data Analysis with Python at Cognitive Class Course details
Data Analysis with Python
at Cognitive Class
Skills you will learn
What are the course deliverables?
- Import data sets
- Clean and prepare data for analysis
- Manipulate pandas DataFrame
- Summarize data
- Build machine learning models using scikit-learn
- Build data pipelines
More about this course
- In this course you will learn about: Data Acquisition How to Obtain Basic Insight From a Dataset Data
- This course will take you from the basics of Python to exploring many different types of data
- You will learn how to prepare data for analysis, perform simple statistical analyses, create meaningful data visualizations, predict future trends from data, and more
- We will introduce you to pandas, an open-source library, and we will use it to load, manipulate, analyze, and visualize cool datasets
- Then we will introduce you to another open-source library, scikit-learn, and we will use some of its machine learning algorithms to build smart models and make cool predictions
Data Analysis with Python at Cognitive Class Curriculum
Data Analysis with Python
at Cognitive Class
Module 1 - Importing Datasets
Learning Objectives
Understanding the Domain
Understanding the Dataset
Python package for data science
Importing and Exporting Data in Python
Basic Insights from Datasets
Module 2 - Cleaning and Preparing the Data
Identify and Handle Missing Values
Data Formatting
Data Normalization Sets
Binning
Indicator variables
Module 3 - Summarizing the Data Frame
Descriptive Statistics
Basic of Grouping
ANOVA
Correlation
More on Correlation
Module 4 - Model Development
Simple and Multiple Linear Regression
Model Evaluation Using Visualization
Polynomial Regression and Pipelines
R-squared and MSE for In-Sample Evaluation
Prediction and Decision Making
Module 5 - Model Evaluation
Model Evaluation
Over-fitting, Under-fitting and Model Selection
Ridge Regression
Grid Search
Model Refinement
Data Analysis with Python at Cognitive Class Faculty details
Data Analysis with Python
at Cognitive Class
Joseph Santarcangelo
Joseph has a Ph.D. in Electrical Engineering, his research focused on using machine learning, signal processing, and computer vision to determine how videos impact human cognition. Joseph has been working for IBM since he completed his PhD.
Mahdi Noorian
Mahdi Noorian is a Postdoctoral Fellow at the Laboratory for Systems, Software and Semantics (LS3) of the Ryerson University. He holds a Ph.D degree in Computer Science from University of New Brunswick. As a Data Scientist, he is interested in application of machine learning, data mining, optimization, and semantic data analysis for big data to solve the real-world problems.
Data Analysis with Python at Cognitive Class Entry Requirements
Data Analysis with Python
at Cognitive Class
Eligibility criteria
- Prerequisite: Some Python experience is expected
Conditional Offer
- Not mentioned
Other courses offered by Cognitive Class
View Other 23 Courses
R
Roshil Verma
Data Analysis with Python
Offered by Cognitive Class
5
Learning Experience: I do a certificate of data analyst with python by cognitive class. Other then i worked in Excel SQL. Web scriping is in intermediate level but analytical skill is good and as well as my statistics knowledge is also good.
Faculty: Good
I do many self assisment projects such as wheather data, automobile data and many more
Reviewed on 11 Mar 2023Read More
A
Asif Jambagi
Data Analysis with Python
Offered by Cognitive Class
5
Learning Experience: This content of python will help me to upskill in domain of data science
Faculty: They teach very well
It's enough to about intermediate
Course Support: It was necessary to get skill about python for my next role
Reviewed on 4 Feb 2023Read More
Y
Yashashree Kommajoshyula
Data Analysis with Python
Offered by Cognitive Class
5
Learning Experience: The course was well defined with each course properly arranged for the beginners. The flow of the course is great
Faculty: Faculty taught the concepts easily along with some examples
Course curriculum includes videos from the instructor followed by quiz after each course. At the end it had a course-end quiz
Reviewed on 28 Jan 2023Read More
V
vishnuvardhan jadava
Data Analysis with Python
Offered by Cognitive Class
4
Other: The course has helped me in upskilling my knowledge in Data Analysis with Python.
Reviewed on 22 May 2021Read More
View All 4 Reviews
Data Analysis with Python
at Cognitive Class
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