"This deep learning course exceeded my expectations. The instructors explained complex neural network concepts in a clear, practical way. Building CNNs and transformers on real datasets was challenging but incredibly rewarding. I now feel confident applying deep learning in real projects and continuing to specialise in AI.”"
This course provides an in-depth exploration of deep learning, equipping learners with the knowledge and practical skills to build advanced AI systems. From the fundamentals of neural networks to convolutional and recurrent architectures, learners gain experience designing, training, and evaluating models for real-world applications. The course emphasises hands-on coding, real datasets, and industry-relevant techniques, preparing learners for careers in AI research, development, and specialised fields such as computer vision, natural language processing, and autonomous systems.
Module 1: Neural Network Foundations
Learners begin by understanding the core principles behind neural networks, including perceptrons, activation functions, backpropagation, and optimisation algorithms. This module balances theory with practical exercises, allowing learners to build simple neural networks from scratch, visualise their behaviour, and appreciate the mathematics behind deep learning in a clear, accessible way.
Module 2: Advanced Architectures
This module explores modern neural network architectures such as convolutional neural networks (CNNs) for image processing, recurrent neural networks (RNNs) for sequential data, and transformers for natural language processing. Learners will implement these models using popular frameworks like TensorFlow and PyTorch, applying them to real-world datasets to gain hands-on experience with complex AI systems.
Module 3: Model Training & Optimisation
Focusing on making models work in practice, this module covers data preprocessing, loss functions, regularisation, hyperparameter tuning, and evaluation metrics. Learners also learn to detect and prevent overfitting, accelerate training with GPU optimisation, and implement strategies to improve model performance and reliability in production environments.
This course is designed for software developers, AI engineers, data scientists, and technically-minded professionals looking to specialise in deep learning. It is ideal for anyone seeking a deep, hands-on understanding of neural networks and modern AI techniques, from students and career changers to engineers looking to apply deep learning in professional projects.
We guide organisations in adopting AI to automate tasks, streamline processes, and free up valuable time so your team can focus on what really matters.
Our hands-on training helps staff build confidence in using AI tools, from automation to data analysis, improving both efficiency and decision-making.
We design and support AI systems tailored to your organisation, ensuring smooth integration with existing workflows and long-term efficiency gains.
Learners who complete this course will leave with both theoretical understanding and practical experience in deep learning. The course equips participants to build, train, and deploy neural network models, tackle real-world AI problems, and confidently pursue advanced AI roles in research, enterprise, or specialised sectors like defence, robotics, and space applications.
Our inhouse programmes are easy to arrange and can be tailored to meet more specific learning needs. Training can be run from your own premises, or we will help you select a suitable venue offsite. Our existing IT courses can be customised to meet your organisation requirements. With all our courses there are no hidden cost, the price you see is the price you pay.
With Infinity AI's inhouse training, your team can gain the essential IT skills they need without the inconvenience of off-site sessions. Our expert-led courses are designed to fit your business, maximising participation and providing customised solutions that boost productivity and performance. Let us bring the training to you, ensuring your entire team is equipped for success.
Inhouse Training
Infinity AI Learning provides highly practical, industry-focused AI training with a focus on real-world application. Led by expert instructors, our courses combine theory with hands-on practice using real datasets, AI frameworks, and professional workflows. Our learners gain skills that are immediately relevant, supported by guidance, mentorship, and access to a community of AI developers.
