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Price:
$3,995.00
Days:
1
Virtual
• Gain a solid foundation in neural network principles, including architecture, implementation, and optimization techniques such as hyperparameter tuning, regularization, and various optimization algorithms.
• Develop expertise in applying neural network models to specific domains like natural language processing (NLP) and computer vision, through hands-on projects and practical applications.
• Learn to assess model performance using various evaluation techniques, and improve model accuracy and efficiency by implementing advanced optimization strategies.
• Acquire knowledge of the infrastructure required for AI development and deployment, and practice deploying AI models in real-world scenarios.
• Understand ethical considerations in AI design, implement responsible AI practices, and explore generative AI models and contemporary AI research techniques through practical, hands-on activities.
• Strong understanding of software architecture principles
• Proficiency in multiple programming languages
• Experience with cloud computing platforms
• Knowledge of database management systems
• Familiarity with DevOps practices and tools
• Excellent problem-solving skills
• Ability to communicate complex technical concepts clearly
• Experience in leading technical teams
• Understanding of security best practices
• Ability to design scalable and maintainable systems
– Fundamentals of Neural Networks
• Introduction to Neural Networks
• Neural Network Architecture
• Hands-on: Implement a Basic Neural Network
– Neural Network Optimization
• Hyperparameter Tuning
• Optimization Algorithms
• Regularization Technique
• Hands-on: Hyperparameter Tuning and Optimization
– Neural Network Architectures for NLP
• Key NLP Concepts
• NLP-Specific Architectures
• Hands-on: Implementing an NLP Model
– Neural Network Architectures for Computer Vision
• Key Computer Vision Concepts
• Computer Vision-Specific Architectures
• Hands-on: Implementing a Computer Vision Model
– Model Evaluation and Performance Metrics
• Model Evaluation Techniques
• Improving Model Performance
• Hands-on: Evaluating and Optimizing AI Models
– AI Infrastructure and Deployment
• Infrastructure for AI Development
• Deployment Strategies
• Hands-on: Deploying an AI Model
– AI Ethics and Responsible AI Design
• Ethical Considerations in AI
• Best Practices for Responsible AI Design
• Hands-on: Analyzing Ethical Considerations in AI
– Generative AI Models
• Overview of Generative AI Models
• Generative AI Applications in Various Domains
• Hands-on: Exploring Generative AI Models
– Research-Based AI Design
• AI Research Techniques
• Cutting-Edge AI Design
• Hands-on: Analyzing AI Research Papers
– Capstone Project and Course Review
• Capstone Project Presentation
• Course Review and Future Directions
• Hands-on: Capstone Project Development
Support Diversity, Equity, and Inclusion with Every Purchase.
Great Horizons is a North Carolina Certified HUB Vendor and WOSB. By becoming a patron of our organization, you are not only supporting a historically underutilized business, but a woman-owned small business as well.
Give your organization the skills edge it needs. Our corporate training experts will work with you to design, deliver, and support a customized IT program that drives real business results.
4000 Centregreen Way
Suite #140
Cary, NC 27513