Training in Deep Learning & Neural Networks
The final level in Ambeone's Data Science series — unsupervised Machine Learning focused on Deep Learning neural network algorithms and models.
An advanced level for those already skilled in Data Science and Statistics.
Advanced level covering unsupervised Machine Learning, focused on Deep Learning Neural Network algorithms and models.
Deep Learning uses Artificial Neural Networks based on how the human brain functions. It differs from traditional Machine Learning in how it learns to distinguish between categories — for example, telling dogs and cats apart not from hand-coded rules, but from layered pattern recognition.
Advanced practitioners working on AI applications.
For those already skilled in Data Science and Statistics, aspiring to an advanced Data Scientist level and working on AI applications and models.
From first principles to production frameworks.
- Introduction to Neural Networks (Objective Functions, Activation Functions, Layers, Cost Functions, Gradient Descent, Backpropagation)
- Building a neural network with NumPy
- TensorFlow, Keras
- Deep Neural Networks (Overfitting, Initialization, Stochastic Gradient Descent / learning rate schedule)
- CNN — Convolutional Neural Networks for visual imagery
- NLP — Recurrent Neural Networks for speech/language processing
- Reinforcement Learning
Where this level takes you.
- Neural Networks & Deep Learning Basics
- CNNs (Image)
- RNNs & LSTMs (Sequence Data)
- Reinforcement Learning
- Explainable AI & Model Interpretability
Approved since 2014
30+ years practitioner-led
100% in-person
Max 8 learners
Common questions about this course.
How is Deep Learning different from Machine Learning?
Machine Learning typically relies on hand-engineered features and simpler models. Deep Learning uses layered neural networks that learn their own feature representations directly from raw data — at the cost of needing more data and compute.
Is this the last course in the series?
Yes — Level IX is the final level of Ambeone's Data Science & AI series, building directly on Machine Learning (Level VII) and Applied Analytics (Level VIII).
What if I haven't completed every prior level at Ambeone?
You can qualify via an examination demonstrating equivalent understanding, or take advantage of discount packages for completing prerequisite courses first.