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AI+ Developer

Length 5 days
Inclusions Exam Voucher

Course overview

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Why study this course

The AI+ Developer course offers a tailored journey in key AI domains for developers. Master Python, advanced concepts, math, stats, optimisation, and deep learning. The curriculum covers data processing, exploratory analysis, and allows specialisation in NLP, computer vision, or reinforcement learning. The program includes time series analysis, model explainability, and deployment intricacies. Upon completion, you'll receive a certification, showcasing your AI proficiency for real-world challenges.

Exam and certification

This course also prepares students for the AI+ Developer certification, and an exam voucher is included with the course.

The exam is:

90 minutes
50 multiple choice / multiple response questions
Pass mark is 35 out of 50 (i.e. 70%)
Online via AI Proctoring platform

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What you’ll learn

This course is designed to teach participants how to:

Gain a solid foundation in Python programming, a crucial skill for implementing AI algorithms, processing data, and building AI applications effectively.
Master machine learning and deep learning techniques to address challenges in classification, regression, image recognition, and natural language processing.
Get hands-on experience in cloud-based AI application development and learn how to use AWS, Azure, and Google Cloud for scalable AI systems.
Manage AI projects effectively, from initiation to completion, including planning, resource allocation, risk management, and stakeholder communication.

AI CERTs at Lumify Work

AI CERTs™ stands at the forefront of AI and blockchain certification, offering world-class programs that prepare individuals to lead in these rapidly growing fields. AI CERTs courses and certifications are vendor agnostic and designed to bridge the gap between theoretical knowledge and practical application, ensuring learners are equipped to make an immediate impact in their careers.
Lumify Work is an Authorized Training Partner for AI CERTs in Australia, New Zealand, and the Philippines.

View all AI CERTs at Lumify Work courses

Who is the course for?

This course is intended for:

Software Developers
AI Engineers
Data Scientists
IT Professionals

Course subjects

Module 1: Foundations of Artificial Intelligence

Introduction to AI
Types of Artificial Intelligence
Branches of Artificial Intelligence
Applications and Business Use Cases

Module 2: Mathematical Concepts for AI

Linear Algebra
Calculus
Probability and Statistics
Discrete Mathematics

Module 3: Python for Developers

Python Fundamentals
Python Libraries

Module 4: Mastering Machine Learning

Introduction to Machine Learning
Supervised Machine Learning Algorithms
Unsupervised Machine Learning Algorithms
Model Evaluation and Selection

Module 5: Deep Learning

Neural Networks
Convolutional Neural Networks (CNNs)
Recurrent Neural Networks (RNNs)

Module 6: Computer Vision

Image Processing Basics
Object Detection
Image Segmentation
Generative Adversarial Networks (GANs)

Module 7: Natural Language Processing

Text Preprocessing and Representation
Text Classification
Named Entity Recognition (NER)
Question Answering (QA)

Module 8: Reinforcement Learning

Introduction to Reinforcement Learning
Q-Learning and Deep Q-Networks (DQNs)
Policy Gradient Methods

Module 9: Cloud Computing in AI Development

Cloud Computing for AI
Cloud-Based Machine Learning Services

Module 10: Large Language Models

Understanding LLMs
Text Generation and Translation
Question Answering and Knowledge Extraction

Module 11: Cutting-Edge AI Research

Neuro-Symbolic AI
Explainable AI (XAI)
Federated Learning
Meta-Learning and Few-Shot Learning

Module 12: AI Communication and Documentation

Communicating AI Projects
Documenting AI Systems
Ethical Considerations

Prerequisites

Familiarity with high school-level algebra and basic statistics
Understanding basic programming concepts (variables, functions, loops) and data structures (lists, dictionaries)
Proficiency in Python is mandatory for hands-on exercises and project work

Terms & Conditions

The supply of this course by Lumify Work is governed by the booking terms and conditions. Please read the terms and conditions carefully before enrolling in this course, as enrolment in the course is conditional on acceptance of these terms and conditions.