PG Level Certification Course in Artificial Intelligence and Machine Learning
Master Artificial Intelligence and Machine Learning skills with the PG Level Certification Course in Artificial Intelligence and Machine Learning.
Part time, Online
9 Months
2,00,000 INR Quick Facts
| Medium Of Instructions | Mode Of Learning | Mode Of Delivery | Frequency Of Classes |
|---|---|---|---|
| English | Video and Text Based | Weekends |
Course Overview
The PG Level Certification Course in Artificial Intelligence and Machine Learning by IIIT Hyderabad is a 9-month online course where three months are allotted for hands-on projects. This online certification course is designed for tech professionals equipping them with programming languages and tools. The PG Level Certification Course in Artificial Intelligence and Machine Learning online course from IIIT Hyderabad requires participants to complete this online certification course within 9 months. They can choose hands-on projects with advanced certification.
The PG Level Certification Course in Artificial Intelligence and Machine Learning syllabus covers various important topics taught by top faculty members. The course curriculum is specially designed for practitioners that will be delivered by live interactive lectures, mentored labs, projects and hackathons. Participants will also have opportunities to visit the campus and interact with an outstanding peer group.
After completing the PG Level Certification Course in Artificial Intelligence and Machine Learning training from IIIT Hyderabad via TalentSprint, participants can work with global organizations like Accenture, Capgemini, Microsoft, MOBIS, Teradata, Deloitte and others. Get more details about the PG Level Certification Course in Artificial Intelligence and Machine Learning.
The Highlights
- Offered by IIIT Hyderabad
- 9 months online course
- 3 months hands-on projects
- 4 Units
- 2 hours of learning every day
- 2 campus visits
- Certificate of completion
Programme Offerings
- 120 hours of live classes
- 2 hours of learning per day
- Weekend batches
- 2 Campus visits
- 144 hours of hands-on projects
- 4 hackathons
- 40+ tools
- 250 hours of lab sessions
- Certification
Courses and Certificate Fees
| Certificate Availability | Certificate Providing Authority |
|---|---|
| yes | IIIT Hyderabad |
PG Level Certification Course in Artificial Intelligence and Machine Learning fee structure
| Fees coomponents | Amount |
| Application Fee | Rs. 2,000 |
| Adcanced Certification Program in AI/ML | Rs. 2,00,000 |
| PG Certification program in AI/ML | Rs. 3,00,000 |
Eligibility Criteria
Candidates must have a coding background to join the PG Level Certification Course in Artificial Intelligence and Machine Learning by IIIT Hyderabad delivered in association with TalentSprint.
Work Experience
- The PG Level Certification Course in Artificial Intelligence and Machine Learning requires candidates to have a minimum of 1 year of work experience.
Certification Qualifying Details
- Upon successful completion of the PG Level Certification Course in Artificial Intelligence and Machine Learning training, participants will receive a Certificate of Merit from IIIT Hyderabad.
What you will learn
By pursuing PG Level Certification Course in Artificial Intelligence and Machine Learning the training, students will:
- Gain proficiency in Python programming and learn about calculus and linear algebra.
- Have an understanding of programming, mathematics and classical algorithms.
- Become familiar with Natural Language Processing (NLP) and Neural Networks.
- Get exposed to Deep Learning and its associated concepts.
Who it is for
ThePG Level Certification Course in Artificial Intelligence and Machine Learning training is best suited for professionals passionate to build expertise in Artificial Intelligence. The course is also apt for professionals keen to transition to roles such as Artificial Intelligence Engineer, Python Programmer, Computer Programmer, and others.
Admission Details
The admission process for the PG Level Certification Course in Artificial Intelligence and Machine Learning by IIIT Hyderabad via TalentSprint includes certain steps. These steps are as follows:
Step 1: Go through the official webpage - https://talentsprint.com/course/ai-machine-learning-iiit-hyderabad
Step 2: Fill in the application form
Step 3: Wait for selection
Step 4: Pay the requisite fee to enrol in the course
Step 5: Get started with the course
Step 6: Become part of the Alumni network
The Syllabus
Proficiency in Python
- Basics of Python
- Data Types and Data Structures
- Defining and Calling Functions
- Python Library Packages
Calculus and Linear Algebra
- Vectors
- Norms
- Matrices
- Matrix Operations
- Linear Dependence and Independence
- Linear Transformations
- Least Square Error
- Derivatives
- Chain Rule
- Integration
- Gradients
Basic CS Theory
- Basic understanding of
- Algorithm Design Paradigms
- Python Classes
- Objects
- Methods
Probability and Statistics
- Continuous and Discrete Random Variables
- Mutually Exclusive/Non-exclusive Events
- Independent and Dependent Events
- Probability Distribution Functions
- Cumulative Distribution Functions
- Measures of Centre and Spread
- Normalization and Standardization
Key Python Libraries
- Numpy
- Scipy
- Pandas
- Matplotlib
Overview of AI and ML concepts
- Demystifying ML
- Modern AI
Principles of ML and Deeper Look at ML
- Supervised vs Unsupervised Learning
- Classification vs Regression
- Training and Testing Methods
- ML Pipeline
Data Processing and Visualization
- Data Munging
- Outlier Detection
- Hands-on Data Visualization
Features Selection and Extraction
- Feature Selection Methods
- Feature Extraction Methods
Intuitive and Simple Algorithms
Classification and Regression problems
Dimensionality Reduction
- Basic Mathematics and Hands-on Analysis
Representing Text and Language
Sampling Methods
- Bootstrapping
- Bagging
Intro to Natural Language Processing (NLP)
- Representing text
- Exploring Word Embeddings
- NLP Problem Formulation
Perceptron, Neural Network and Training
- Non-Linear solutions and Multi-Layer Perceptron
- Gradient Descent and Backpropagation
- Features for Perception (Image and Speech)
Performance Matrix and Generalization of Models
- Overfitting and Generalization
- Performance Metrics
Manifold learning and Unsupervised Learning
PCA with EigenFaces
Support Vector Machines and Kernels
Ensemble Methods
- Random Forest
- Boosting and XG-Boost
Human in the Loop systems
Deep Learning and CNN
- Introduction to Deep Learning
- Pytorch, TensorFlow & Keras
- Convolutional Neural Networks
- Autoencoders
- Appreciating CNNs
Time Series
RNN and its application
- Recurrent Neural Networks
- Time Series and Application of RNN
- RNN, LSTM and GRU
Recommendation Systems
Beyond AlexNet and Transfer Learning
Siamese Networks and GANs
Computer Vision
ML in Speech
Advanced NLP
- Attention and Transformers: BERT, GPT, T5
- Hugging Face Platform & Transformer Library
- Fine Tuning of BERT & GPT
- LLMs - OpenAI API – ChatGPT, Llama
- RAG, LangChain
Industry Lectures and talks
Deployment and Practical Issues
- Overfitting and Generalization
- Fast API
- Model Compression
- Cloud Deployment
Instructors
IIIT Hyderabad Frequently Asked Questions (FAQ's)
You can attend the PG Level Certification Course in Artificial Intelligence and Machine Learning classes through 120 hours of live interactive classes with 250 hours of lab sessions and two campus visits.
Yes, the PG Level Certification Course in Artificial Intelligence and Machine Learning training is designed for working professionals.
The course will be taken by accomplished academicians and industry experts redefining AI Research in the country.
The PG Level Certification Course in Artificial Intelligence and Machine Learning comprises industry lectures to understand the latest industry trends.
The candidates’ selection for PG Level Certification Course in Artificial Intelligence and Machine Learning is completely based on academic qualifications, professional experience, and a statement of purpose submitted along with the application.