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PGP - Artificial Intelligence for Leaders
By Texas McCombs via Great Learning
Online
4 Months
1,70,000 INR
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Quick Facts
| Medium Of Instructions | Mode Of Learning | Mode Of Delivery |
|---|---|---|
| English | Self Study, Virtual Classroom | Video and Text Based |
Courses and Certificate Fees
| Certificate Availability | Certificate Providing Authority |
|---|---|
| yes | University of Texas, AustinGreat Learning |
The Syllabus
Business of AI
- Introduction to AI
- Business applications of AI & its limitations
- ROI calculation
- Case study
Data Visualization using KNIME
- What is data?
- Understanding Visual metrics
- Visualizing data using KNIME
- Data manipulation using KNIME
Regression
- Linear regression
- Multivariate Linear regression
- Evaluation metrics
- Case study with experts
Classification
- Logistic regression
- Naive Bayes Algorithm
- Performance measures
- Evaluation of models
Building POC for AI projects
- Conceptualizing an AI product
- Market potential
- Product Development Road map
- Identifying AI use cases
Neural Networks
- Activation functions
- Training a Neural network
- Optimizing a neural network
- Hands-on using KNIME
Ensemble techniques
- Decision Trees
- Ensemble techniques
- Random Forest
- Case study session with experts
Clustering
- K Means clustering
- Importance of scaling
- Applications of clustering
- Hands-on demo
Recommendation systems
- How recommendations work?
- Content, Collaborative filtering
- Hybrid systems
- Case study session with experts
How to set up AI teams & drive AI culture
- Service vs Product companies
- AI team composition
- Handling resistance from senior management
- Scaling AI teams
NLP
- Different tasks in NLP
- How are NLP problems solved?
- Case study - Sentiment analysis
- Applications of NLP - Case study
Computer Vision
- Types of CV problems
- Convolution & Pooling
- Convolutional Neural networks
Transfer Learning, Data Augmentation, Model Deployment
- Transfer Learning
- Dealing with Imbalanced data
- Model monitoring & recalibration
Instructors
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