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Curriculum for this course
94 Lessons
00:00:00 Hours
Data Science Tools
12 Lessons
00:00:00 Hours
- Data Science Platform 00:00:00
- Challenges of Deploying Data Science Tools 00:00:00
- Considerations for Data Science Tools 00:00:00
- Data Science Workflow 00:00:00
- Data Science Analytic Tools 00:00:00
- Data Science Visualization Tools 00:00:00
- Data Science Database Tools 00:00:00
- Benefits of Deploying Cloud-Based Tools 00:00:00
- Challenges of Deploying Cloud-Based Tools 00:00:00
- What is DevOps 00:00:00
- DevOps for Data Science 00:00:00
- Exercise 00:00:00
DataScience Fundamentals
16 Lessons
00:00:00 Hours
- Introduction to Anaconda 00:00:00
- Introduction to Jupyter/Ipython 00:00:00
- Working with Jupyter/Ipython 00:00:00
- Introduction to Numpy 00:00:00
- Working with Numpy arrays 00:00:00
- Introduction to Pandas 00:00:00
- Data Manipulation with Pandas 00:00:00
- Data Visualisation with Matplotlib 00:00:00
- Python and Scikit-Learn 00:00:00
- Supervised Learning with Scikit-Learn 00:00:00
- Geospatial Analysis using ArcGIS 00:00:00
- Text analytics with NLTK 00:00:00
- Social network analysis using Networkx 00:00:00
- The BeautifulSoup Parser for Python 00:00:00
- Working with Pyspark for big data 00:00:00
- Exercise 00:00:00
Data Engineering Fundamentals
11 Lessons
00:00:00 Hours
- Overview of Distributed Systems 00:00:00
- Batch vs In-Memory Processing 00:00:00
- NoSQL Stores 00:00:00
- Tools for Data Management 00:00:00
- ETL 00:00:00
- ETL with Talend Open Studio 00:00:00
- Data Modeling 00:00:00
- AI and Machine Learning 00:00:00
- Data Partitioning 00:00:00
- Data Reporting 00:00:00
- Exercise 00:00:00
Introduction to NumPy for Multi-dimentional Data
10 Lessons
00:00:00 Hours
- Introduction to NumPy & NumPy Ecosystem 00:00:00
- Array Creation 00:00:00
- Printing Arrays 00:00:00
- Basic Array Operations 00:00:00
- Universal Functions 00:00:00
- Indexing & Slicing 00:00:00
- Iterating over arrays 00:00:00
- Reshaping Arrays 00:00:00
- Work with DataFrames 00:00:00
- Exercise 00:00:00
Advanced Operations with NumPy Arrays
11 Lessons
00:00:00 Hours
- Splitting NumPy Arrays 00:00:00
- Images as Arrays 00:00:00
- Image Manipulation Using Numpy 00:00:00
- Views & NumPy Arrays 00:00:00
- Introduction to Index Masks 00:00:00
- Applying index masks 00:00:00
- Indexing with Boolean Masks 00:00:00
- Structured Arrays 00:00:00
- understanding array broadcasting 00:00:00
- Applying broadcasting rules on array operations 00:00:00
- Exercise 00:00:00
Manipulating & Analyzing Data in DataFrames
9 Lessons
00:00:00 Hours
- Iterating Over the Contents of a DataFrame 00:00:00
- Exporting a DataFrame 00:00:00
- Sorting 00:00:00
- Handling Missing Data 00:00:00
- Grouping with a Multi-Index 00:00:00
- Merging Dataframes 00:00:00
- applying Join operations on dataframes 00:00:00
- Pandas and Relational Databases 00:00:00
- Exercise 00:00:00
Introduction to Pandas
10 Lessons
00:00:00 Hours
- Features of Pandas and its ecosystem 00:00:00
- Working with Pandas 00:00:00
- Introduction to Dataframes 00:00:00
- Add & Delete DataFrame Contents 00:00:00
- Select parts of a dataframe 00:00:00
- Access pandas dataframes 00:00:00
- Introduction to multi-indexing in a dataframe 00:00:00
- Reshape DataFrames 00:00:00
- Reshape dataframes using stack & melt operations 00:00:00
- Exercise 00:00:00
Machine Learning & Data Analytics
6 Lessons
00:00:00 Hours
- Machine Learning Concepts 00:00:00
- Machine Learning and Deep Learning 00:00:00
- Machine Learning and AI Correlation 00:00:00
- Installing Python for Machine Learning 00:00:00
- Supervised Learning Algorithm 00:00:00
- Analytics Types and Techniques 00:00:00
Data Visualization Using Seaborn
9 Lessons
00:00:00 Hours
- Introduction to Seaborn 00:00:00
- Simple Univariate Distributions 00:00:00
- Simple Bivariate Distributions 00:00:00
- Configure Univariate Distribution Plots 00:00:00
- Explore Different Types of Bivariate Distributions 00:00:00
- Analyze Multiple Variable Pairs 00:00:00
- Regression Plots 00:00:00
- Themes and Styles in Seaborn 00:00:00
- Exercise 00:00:00
Data Architecture
0 Lessons
00:00:00 Hours
Predictive Analytics
0 Lessons
00:00:00 Hours
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