Purdue University - Post Graduate Program in AI and Machine Learning
4.0 /5- Offered bySimplilearn
- Private Institute
- Estd. 2010
Post Graduate Program in AI and Machine Learning at Simplilearn Overview
Duration | 11 months |
Start from | 22nd Feb'25 |
Total fee | ₹1.90 Lakh |
Mode of learning | Online |
Difficulty level | Intermediate |
Official Website | Go to Website  |
Credential | Certificate |
Post Graduate Program in AI and Machine Learning at Simplilearn Highlights
- Earn a certificate from Purdue University
- Fee can be paid in installments
- Live interactive sessions on the latest AI trends, such as ChatGPT, generative AI, prompt engineering, and more
- Core curriculum delivered in live classes by industry experts
- Access to Purdue’s alumni association membership on program completion
Post Graduate Program in AI and Machine Learning at Simplilearn Course details
IT professionals
Software developers
Data analysts
Analytics managers
Business analysts
Data engineers
Data scientists
Generative AI
Prompt Engineering
ChatGPT
Explainable AI
Conversational AI
Large Language Models
Supervised and Unsupervised Learning
Model Training and Optimization
Model Evaluation and Validation
Ensemble Methods
Deep Learning
Natural Language Processing
Computer Vision
Reinforcement Learning
Speech Recognition
Machine Learning Algorithms
This AI ML program is designed to enhance your career in AI and ML by demystifying concepts like ML, DL, NLP, computer vision, generative AI, prompt engineering, and more
You'll also receive access to dedicated live sessions led by industry experts covering the latest trends in AI, such as generative modeling, ChatGPT, explainable AI, and more
Post Graduate Program in AI and Machine Learning at Simplilearn Curriculum
PG AIML: Programming Refresher
Procedural & OOP understanding
Python's Advantages Exploration
Jupyter Notebook utilization
Implementing identifiers, indentations, comments
Python data types, operators, strings
Mastery of Python loops
OOP principles comprehension
Methods, attributes, access modifiers insight
PG AIML - Python for Data Science (IBM)
IBM-designed course on Python for data science
Python scripting proficiency
Hands-on data analysis using Jupyter Lab
PG AIML - Applied Data Science with Python
Python fundamentals emphasized: strings, Lambda functions, and lists
NumPy for array manipulation
Linear algebra basics
Statistical concepts (central tendency, dispersion, skewness, covariance, correlation)
Hypothesis testing methods covered: Z-test, T-test, ANOVA, and pandas data manipulation
Data visualization skills acquired: Matplotlib, Seaborn, Plotly, and Bokeh libraries
PG AIML - Machine Learning
Studying the machine learning pipeline
Supervised learning: regression, classification
Experience in unsupervised learning: clustering and ensemble modeling
Evaluation of TensorFlow, and Keras frameworks
Hands-on with PyTorch for recommendation engines
Comprehensive understanding of ML approaches & applications
PG AIML - Deep Learning with TensorFlow (IBM)
Elevate ML skills with deep learning
Learn TensorFlow and Keras
Proficiency in deep learning concepts
Construct artificial neural networks
Navigate data abstraction layers
Unlock data potential for AI advancements
PG AIML - Deep Learning Specialization
Explore deep learning vs. machine learning
Fundamental concepts & applications covered
Topics include neural networks, propagation, TensorFlow 2, and Keras
Performance enhancement & model interpretability techniques
CNNs, transfer learning, object detection
RNNs, autoencoders, PyTorch neural networks
Effective building & optimizing models with Keras, and TensorFlow
PG AIML - Essentials of Generative AI, Prompt Engineering & ChatGPT
AI areas: generative AI, prompt engineering, and ChatGPT.
Practical learning: Gain hands-on experience to utilize these technologies
Focus on prompt engineering: Understand its significance in producing specific outputs.
Comprehensive insights: Learn how to leverage AI advancements for practical business solutions.
PG AIML - Capstone Project
Implement the skills you will gain throughout this program in this capstone project. You will solve industry-specific challenges by leveraging various AI and ML tools and techniques learned in the program modules. This project will help you showcase your new expertise to potential employers.
Electives
PC DS: Academic Masterclass by Purdue University Online
Industry Masterclass by IBM
PG AIML - ADL & Computer Vision
PG AIML - NLP and Speech Recognition
PG AIML - Reinforcement Learning
Post Graduate Program in AI and Machine Learning at Simplilearn Faculty details
Post Graduate Program in AI and Machine Learning at Simplilearn Entry Requirements
- N/A
A candidate must be Gradauate from a recognised Institute/University with an average of 50 percent or higher marks
- 2+ years of work experience preferred
Post Graduate Program in AI and Machine Learning at Simplilearn Admission Process
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