LAPT
London Academy of Professional Training
Adv Certificate
Level 4-5
Practitioner
IT Industry
Adv Certificate in Machine Learning & AI Implementation
REF: IT-DSA-P
Prerequisites
None
Awarding Body: LAPT — London Academy of Professional Training
Curriculum Overview
1
Advanced Topics in AI
Deep Learning Architectures
Natural Language Processing Techniques
Generative Adversarial Networks (GANs)
AI in Reinforcement Learning Systems
Ethical and Responsible AI
2
Model Evaluation and Deployment
Understanding Model Evaluation Metrics
Advanced Techniques for Model Validation
Hyperparameter Tuning and Optimization
Model Deployment Strategies
Monitoring and Maintaining Deployed Models
3
Ethics and Governance in AI
Understanding Ethical Principles in AI
Bias and Fairness in Machine Learning
Privacy and Data Protection in AI Systems
Transparency and Accountability in AI
Governance Frameworks and Ethical AI Implementation
4
AI Solution Design
Understanding the Principles of AI Solution Design
Data Acquisition and Preprocessing Strategies
Model Selection and Evaluation Techniques
Deployment and Integration of AI Models
Monitoring and Optimizing AI Solutions
5
Data Manipulation and Analysis
Understanding Data Structures and Types
Data Cleaning and Preprocessing Techniques
Exploratory Data Analysis and Visualization
Advanced Data Transformation and Feature Engineering
Efficient Data Manipulation with Pandas and NumPy
6
Fundamentals of Machine Learning
Understanding the Basics of Machine Learning
Data Preprocessing Techniques for Machine Learning
Exploring Supervised Learning Algorithms
Unsupervised Learning and Clustering Techniques
Model Evaluation and Performance Metrics
Assessment Breakdown
Passing Mark: 300 / 500 (60%)
How to Enrol
Website: lapt.org
Email: info@lapt.org
Phone: +44 7513 283044
Address: 85 Great Portland Street, W1W 7LT, United Kingdom
Hours: Monday – Friday, 9AM – 5PM