Skip to content
Platform
Bootcamps
DSA
Full Stack Software Developer
Data Science Engineer
Infrastructure
AgentForce
Individuals
Corporates
Colleges
More..
Our Story
Our Team
Life @ Gradious
Careers
Blogs
News & Media
X
Login
Certification Program in Machine Learning and Generative AI
Key Highlights
24 weeks guided learning program
Live classes on weekend
Bootcamp to build and deploy 20+ implementations
Training driven by Data Scientists from top product companies
Based on Practice, Not Theory
Workshops every week to ensure continuous learning
Project based learning
Generative AI + Prompt Engineering included
100% Job Placement Assistance
Program Outline
1. Python & OOPS - Essentials for AI
Introduction to Python
Data Structures: List, Tuples, Sets, Dictionary Packages & Modules
Iterators Generators
Functions & argument variations, decorators
Data types and variables
Control structures and loops
Functions and modules
Object-Oriented Programming Concepts
Control flows
Classes and Objects
Exceptions
2. Database / SQL for Data science
Introduction to SQL and NoSQL databases
Schema
Joins
GroupBy
Index
Connecting & Querying with Python
3. Math Foundations for Data Science
Calculus
Linear Algebra
Probability
Statistics
4. Data Processing & Visualization
Numpy
Pandas
Matplotlib
5. Feature Engineering
Selection
Extraction
6. Machine Learning Algorithms
Classification
Regression Capacity
Overfitting
Underfitting
Hyper parameters
Validation sets
SVM, K-Nearest, Naive Bayes, Decision Tree, Random Forest
Principal Components Analysis
K-means clustering, Stochastic Gradient Descent
7. NLP(Natural Language Processing) & Neural Network
Text Representation
Embeddings
Feed forward Neural network
Optimizers
Back Propagation
Multi Layer perceptrons
Features for Perceptrons
8. Deep Learning
PyTorch
Tensor
Keras
Convolutional Neural Networks(CNN)
Autoencoders
Recurrent Neural Network (RNN)
Simple RNN
LSTM RNN
9. Generative AI
Attention & Transformers.
BERT, GPT, Hugging face
Prompt Engineering
Langchain
RAG
Finetuning
Languages and Tool Set covered
Read more