Curriculum for Popular Courses

Machine Learning

Basic Curriculum
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  • Data Preprocessing and Feature Engineering
  • Algorithms Applications: Forecasting and Prediction
  • Model Evaluation and Hyperparameter Tuning
  • Model Deployment and Interpretability
  • 2 Project implementation

ML-OPS WITH AWS

Basic Curriculum
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  • Data Preparation and Management with AWS
  • Model Training, Experimentation with AWS Sage Maker
  • Model Building and Versioning, CI/CD for Machine Learning with AWS Code Pipeline
  • Model Deployment with AWS Sage Maker
  • Monitoring and Managing Models in Production, ML-Ops Projects on AWS
  • AWS Lambda and Serverless ML Deployment, Security, Compliance, and Best Practices
Recommended

Generative AI

Basic Curriculum
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  • Key Business and Technology Drivers Behind Generative AI
  • Demystifying Transformers in AI
  • An Overview of Generative Model Training
  • A Guide to Models, Algorithms
  • Potential Risks and Challenges in Generative AI Implementation
  • the Training Loop Process
  • Neural Network Fundamentals
  • 2 Projects implementation

INTRODUCTION TO DATA SCIENCE

Basic Curriculum
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  • Programming
  • Statistics and Mathematics
  • Machine Learning
  • Data Wrangling
  • Data Visualization
  • Problem-solving

ADVANCE EXCEL

Basic Curriculum
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  • Basic Formulas and Functions
  • Sorting, Filtering, & Conditional Formatting
  • Data Validation & Error Checking
  • Pivot Tables & Pivot Charts
  • Data Analysis with Excel, Advanced Charting Techniques
  • Working with Multiple Sheets & Workbooks
  • Macros and Automation
  • Power Pivot and DAX Functions
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MICROSOFT POWER BI

Basic Curriculum
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  • Prepare Data in Power BI
  • Create Measures using DAX in Power BI
  • Power BI Administration, Optimize Model Performance
  • Create Reports Create Dashboards
  • Implement Row-Level Security, Create and Manage Workspaces
  • 2 Project implementation

SQL

Basic Curriculum
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  • Basic SQL Queries
  • Joins and Relationships
  • Aggregation and Grouping
  • Subqueries and Common Table Expressions (CTEs)
  • Data Modification and Transaction Control
  • Data Definition Language (DDL) and Database Design,
    Advanced Query Techniques

NLP

Basic Curriculum
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  • Text Preprocessing Bag of Words and TF-IDF
  • Text Classification Named Entity Recognition (NER)
  • Word Embeddings and Semantic Similarity
  • Recurrent Neural Networks (RNN) and Long Short-Term Memory (LSTM) in NLP
  • Attention Mechanisms and Sequence-to-Sequence Models Transformers and Self-Attention BERT (Bidirectional Encoder Representations from Transformers)
  • Recurrent Neural Networks (RNN) and Long Short-Term Memory (LSTM) in NLP
  • GPT (Generative Pretrained Transformer) Advanced NLP Techniques
  • Attention Mechanisms and Sequence-to-Sequence Models Transformers and Self-Attention BERT (Bidirectional Encoder Representations from Transformers)
  • Applications of NLP in Real-World Scenarios Model Deployment and Optimization for NLP
  • 2 Project implementation

Tableau

Basic Curriculum
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  • Connecting to Data
  • Data Preparation and Transformation
  • Data Modeling and Relationships
  • Advanced Calculations and Functions
  • Data Visualization-1: Build bar charts, line charts, scatter plots, and maps
  • Data Visualization-2: Advanced Visualizations: Design heat maps, tree maps, Gantt charts, and bullet graphs.
  • 2 Project implementation
  • Data Preparation and Transformation

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Clients Experience & Samples of Certificates

Mr.Vaseem simplified data analytics and made it more interesting that i've ever imagined
- Oreva Reuben.
Mr vaseem's explanation, guidance and support has helped me to navigate through challenges & obstacles in Power BI
- Malek jaroudi
It was pleasent experience learning with mr. Vaseem
- Shaumaila Mustafa
I found this course to be very well delivered the instructions were clear and easy to follow.
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