CERTIFICATE IN MACHINE LEARNING AND ARTIFICIAL INTELLIGENCE
$1,600.00 $799.00
Duration: 10 days
This course is intended to introduce participants to Artificial Intelligence, Machine Learning. Multiple hands-on activities will highlight different machine-learning applications, such as computer vision and neural networks. We will discuss how professionals will be affected through the many varied applications of these new technologies, and how they are already impacting workplaces today.
LEARNING OUTCOME:
- Eliminating the tasks given to humans that are routine and time-consuming without encouraging creative thinking or decision-making. It is an opportunity to show humans what is human, enhancing their capacities in creative and decision-making areas.
- Learners will gain a thorough understanding of the concept of Artificial Intelligence and its applications.
- Relating machine learning to its umbrella term of artificial intelligence.
- By machines, we can achieve much higher productivity peaks, depending only on our available resources.
Course Outline
Module 1: Introduction to Artificial Intelligence (AI) and Machine Learning (ML)
- Automation vs AI vs ML
- Hands on: Are You Smarter Than Paper?
- Hands on: Quickdraw
- Image Processing, Natural Language Processing, Reinforcement Learning
- AI History
- Recent Examples
Module 2: How Machines Learn
- Supervised Learning
- Classification Examples
- Hands on: Neural Networks
- Prediction Models
- Image Classification
- Unsupervised Learning
Module 3: AI applications
- Domains: Agriculture, Cultural Preservation, etc.
- Apps: Seeing AI, Sketch2Code, etc.
Module 4: Hands on with Google AI
- Basics of Google AI:
- Creating an Experiment
- Training and Evaluating Models
- Training Experiments vs Predictive Experiments
- Deploying Predictive Experiments
- Predictive analytics applications:
- Activity: Speech recognition
- Activity: Image scanning
- Activity: Movement detection
- Basics of Google AI:
Final Project & Assessment
Sample Certificate
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