LETS BUILD AI/ML FOUNDATIONS

02 MONTHS COMPREHENSIVE STUDY

AI Foundations Key Knowledge Areas

• AI Basics
• History of AI
• Rule Based AI to GenAI to Agentic
• AI Enterprise AI use cases
• Modern AI, Current Landscape,
• Job Opportunities
• Role of Mathematics,
• Statistics, Algorithms, Programming,
• Today’s Programming, Assisted Programming
• Programming Concepts / Building Blocks Introduction

• Python Intro
• IDEs
• Installations
• Variables
• Conditional Statements
• Loops
• Casting
• Strings
• Booleans
• Lists, Tuples, Sets, Dictionaries
• User defined functions
• Built in Functions
• Range, Regex,
• Libraries Installations PIP
• OOP Concepts
• Classes
• Constructor
• User Defined functions
• Polymorphism
• Inheritance
• Encapsulation
• Importing Modules, libraries
• Utilizing modules

• Python for AI
• Essential Python / mathematics
• Numpy Library
Numpy Important Functions
• Pandas Library
Pandas Important Functions
• Practical Examples

• Typical Data Workflows / Pipeline
• EDAs
• Data cleaning
• Data Wrangling
• Feature Engineering
• Practical Examples

Regression
Linear Regression
MSE
MAE

Classification,
Logistic Regression
Support Vector Machines
Confusion Matrix
TP-FP-TN-FN
Precision
Recall
F1-Score
Specificity
TPR
FPR
Practical Examples
Statistical Features
Class Balance Techniques
Random Sampling
Over Sampling
SMOTE
ADASYN
Under Sampling
TOMEK Links
Near Miss

• Clustering
K-Means
DBSCAN
• Dimensionality Reduction
Principal Component Analysis
Covariance, PC1, PC2
• Practical Examples

• RL Algorithm
• Q-Learning
• On Policy / Off Policy
• SARSA
• Practical Example

  • Additional ML Algos
  • Ensemble Learning
  • Bagging
  • Random Forest
  • Boosting
  •  XgBoost /  AdaBoost
  • Practical Examples

Are you ready to become an AI and Machine Learning expert? Our 16-week intensive AI/ML course is designed for learners who want to gain hands-on expertise in Python programming, data workflows, and cutting-edge machine learning techniques. This course combines theoretical knowledge with practical applications, ensuring you are industry-ready by the end of the program.

TNBits delivers professionally designed training and capacity-building programs focused on Artificial Intelligence and advanced IT technologies. Our courses are co-created by experienced academicians and industry practitioners, ensuring a strong balance between theoretical foundations and real-world application.

Expert Tutors

  • Courses follow a disciplined structure grounded in established principles

  • Content is shaped to reflect how concepts are applied in real-world environments

  • Learning progresses logically, supporting both understanding and application

Practicals Oriented

  • Course material is framed around practical scenarios and real operational contexts

  • Emphasis on applying concepts to realistic problems and use cases

  • Encourages sound judgment, analytical thinking, and professional discipline

Beginner's Friendly

  • Programs are suitable for beginners, early-career professionals, and experienced learners

  • Foundational pathways do not assume prior specialization

  • Designed to accommodate learners from diverse academic and professional backgrounds

Monthly Installments

  • Monthly installment options available

  • Fee structure designed to support sustained learning and long-term development

  • Special Discount offers on Lump Sum payments and early bird registrations
robot 01

Why This Course is Unique

  • Hands-on projects: Work on real-world datasets and build your AI/ML portfolio.

  • Industry-ready skills: Learn the techniques currently used by top tech companies.

  • Expert mentorship: Guided by experienced instructors with practical AI/ML expertise.

  • Comprehensive curriculum: Covers everything from Python basics to advanced ML in 16 weeks.

  • Challenging and vibrant learning: Be prepared for an intense, transformative learning journey.

Who Should Enroll

  • Beginners with a passion for AI and Machine Learning.

  • Data enthusiasts looking to upskill in Python and ML workflows.

  • Professionals seeking career growth in AI, data science, or analytics.

  • Anyone who wants hands-on, project-based experience in cutting-edge AI/ML technologies.

robot 02

AI and Machine Learning are redefining industries worldwide. From healthcare to finance, e-commerce to autonomous vehicles, AI/ML skills are highly demanded. By the end of this course, you will be able to:

  • Build predictive models for business insights.

  • Design intelligent systems using advanced ML techniques.

  • Apply AI/ML knowledge to real-world problems.

Enroll Today

Take the first step towards becoming an AI and Machine Learning expert. This is your chance to gain hands-on experience, advanced knowledge, and a portfolio that stands out.