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Data Science With AI

The aim of this course is to teach foundation of CS in the field of Data Science and practical knowledge of current AI tools and trends.

Advanced Level
Data Science With AI

What You'll Learn

  • Asymptotic Analysis and Bounds
  • Divide and Conquer, DP, Greedy
  • Graph Algorithms and Flows

  • Knowledge Representation
  • Rule-Based Systems and Inference
  • Ontologies and Semantic Web

  • Evidence Acquisition and Chain of Custody
  • Filesystem and Memory Forensics
  • Reporting and Legal Considerations

  • Reconnaissance and Scanning
  • Exploitation and Post-Exploitation
  • Remediation and Reporting

  • Perceptron and MLPs
  • Activation, Loss, Optimization
  • Regularization and Generalization

  • CNNs and RNNs Overview
  • Transfer Learning Basics
  • Production Considerations

  • Supervised, Unsupervised, and Ensemble Methods
  • Model Selection and Validation
  • Feature Engineering and Pipelines

  • KPIs and Dashboards
  • Data Warehousing for BI
  • Reporting and Storytelling with Data

  • Python/R Ecosystem
  • Versioning and Experiment Tracking
  • MLOps Fundamentals

  • Visual Encodings and Best Practices
  • Interactive Visualization
  • Telling a Story with Data

What You'll Achieve

This course is designed to give you practical skills and knowledge that employers value

Demonstrate practical knowledge of latest AI tools required in Information Technology
Practice skills of solving problems, leadership and administration
Demonstrate expertise of handle big data of any domain
Enhance the machine learning and data science techniques.

Prerequisites

Strong programming background and machine learning fundamentals required.

Important Dates

Course Launch

Coming Soon

Application Window

TBA

Course Information

Duration: Coming Soon
Schedule: Coming Soon
Fee: TBA
Level: Advanced Level
Course Features
Expert Instructors
Learn from industry professionals with years of practical AI experience
Hands-on Projects
Work on real-world projects to build your portfolio and gain practical experience
Industry Recognition
Earn certificates recognized by leading Canadian tech companies and employers globally
Career Support
Get job placement assistance and career guidance throughout your journey