Rigorous trainer selection
Each trainer is validated on three criteria: hands-on field expertise, proven pedagogy and alignment with your industry.
- Triple validation: technical, pedagogical, sectoral.
- Minimum rating 4.8/5 over the last 12 sessions.
Training: Mastering Keras for Deep Learning: Fundamentals and Practice
Trusted by — schools, companies and industrial groups
25,718 programs · 25 countries
Every program built with a dedicated engineer
Companies: Aptar, ArcelorMittal, Equans, EDF, Ubisoft and Microsoft.
Learning objectives
- Understand the architecture and functioning of the Keras framework
- Build, train, and evaluate neural networks with Keras
- Implement models for image processing and tabular data
- Prevent overfitting and optimize model performance
- Deploy a Keras model in a simple application
Program
Module 1Introduction to Keras and Deep Learning
Presentation of key deep learning concepts. Getting started with Keras, installation and environment configuration. Discovery of problem types accessible with Keras. First steps: creation and training of a simple neural network.
Module 2Deep Neural Networks and Optimization
Architecture concepts: dense layers, activation, optimization and model compilation. Best practices for data preparation with Keras. Exercise: classification on public datasets. Introduction to optimization and callbacks (EarlyStopping, ModelCheckpoint).
Module 3Image Processing with Keras
Presentation of convolutional networks (CNN) with Keras. Practical case: image recognition (MNIST or CIFAR-10 dataset). Regularization techniques, data augmentation, overfitting prevention. Visualization of results and model evaluation.
Module 4Advanced Topics, Hyperparameters, and Deployment
Hyperparameter management, cross-validation, and automatic tuning with Keras Tuner. Training on GPU/cloud. Export, save, and reuse models. Practical case: integration of a Keras model into an API (Flask or FastAPI).
Module 5Final Project and Skill Enhancement
Design of a guided mini-project: from problem definition to delivery of an operational model. Practical challenge on real data. Q&A, resource sharing, tips for going further with Keras and TensorFlow.
Evaluation method
- Multiple-choice quiz at the end of each day to validate progressive learning
- Final individual or pair project with presentation and defense
- Review of the approach, evaluation of the quality and performance of the delivered model
Learning method
- Interactive courses with live demonstrations
- Supervised practical exercises
- Concrete case studies from the company
- Detailed digital support (slides, downloadable notebooks)
Methods, materials and delivery
The Training: Mastering Keras for Deep Learning: Fundamentals and Practice program is delivered onsite or remote (blended-learning, virtual classroom, remote presence). At Learni, an industry-certified training organization, every program is built to maximize skills acquisition regardless of the chosen format.
The trainer alternates between demonstrative, interrogative and active methods (through hands-on labs and/or scenarios). This pedagogical approach guarantees concrete learning that's immediately applicable at work.
Equipment required
For the smooth delivery of the Training: Mastering Keras for Deep Learning: Fundamentals and Practice program, the following equipment is required:
- Mac or PC computers, high-speed fiber internet, whiteboard or flipchart, projector or interactive touch screen (for remote sessions)
- Training environments installed on workstations or accessible online
- Course materials, hands-on exercises and complementary resources
- Post-training access to materials and educational resources
For intra-company training on a site outside Learni, the client commits to providing all required teaching materials (computers, internet, etc.) for the smooth delivery of the program in line with the prerequisites in the communicated program.
* contact us for remote delivery feasibility** ratio varies depending on the program
Skills assessment methods
Assessment of skills acquired during the Training: Mastering Keras for Deep Learning: Fundamentals and Practice program is performed through:
- During training: case studies, hands-on labs and professional scenarios
- End of training: self-assessment questionnaire and skills evaluation by the trainer
- After training: completion certificate detailing acquired skills
Program accessibility
Learni is committed to making its programs accessible. All our programs are accessible to people with disabilities. Our teams are available to adapt the pedagogical methods to your specific needs. Please contact us for any adjustment request.
Enrollment terms and lead times
Registration is possible up to 48 business hours before the start of training. All our programs are built for corporate L&D budgets and delivered onsite or remotely.
The Learni story
Founded by engineers and learning experts, Learni's mission is to make high-impact tech training accessible to teams everywhere. We work remotely with organizations across the US and Canada, in your time zone, to help teams upskill fast.
Our method
Training quality, guaranteed at every step
Before, during, after: we frame the brief, introduce the trainer, tailor the content and measure impact. You stay in control from kickoff to wrap-up.
You meet the trainer beforehand
30-minute video call between you and the selected trainer to validate the fit, adjust content and clear any final doubts.
- Live briefing on goals and team context.
- Veto right — we swap the trainer for free if needed.
Content tailored to your context
No recycled slides. The syllabus is reworked from your real cases: tools, constraints, vocabulary, ongoing projects.
- Hands-on cases drawn from your stack and projects.
- Program co-written then validated by your team.
Continuous quality follow-up
Live evaluations, 30/90/180-day check-ins and a consolidation plan. If the impact misses the mark, we rework it.
- NPS, knowledge quizzes and skills self-assessment.
- Satisfaction guarantee: fully satisfied or free rework.
A simple promise: you don't pay to discover the trainer on day one. Everything is validated upfront, by you.
Our social commitment
A school kit donated to a child for every training booked
To fight inequalities in access to education, Learni donates a complete school kit to a child in need for every training booked. You build your skills, a child heads back to school.
- Backpack, notebooks and essential supplies
- Distributed through our partner charities
- Included, at no extra cost to you
FAQ
Frequently asked questions
What can participants do after Training: Mastering Keras for Deep Learning: Fundamentals and Practice training?+
They can understand the architecture and functioning of the Keras framework, build, train, and evaluate neural networks with Keras and implement models for image processing and tabular data. Those are the stated objectives of the Training: Mastering Keras for Deep Learning: Fundamentals and Practice program at Intermediate level, checked by the end-of-session assessment.
What does the Training: Mastering Keras for Deep Learning: Fundamentals and Practice program cover, day by day?+
Day 1: Introduction to Keras and Deep Learning. Day 2: Deep Neural Networks and Optimization. Day 3: Image Processing with Keras. Day 4: Advanced Topics, Hyperparameters, and Deployment. Day 5: Final Project and Skill Enhancement. The Training: Mastering Keras for Deep Learning: Fundamentals and Practice program runs over 2 days, delivered on site.
How is Training: Mastering Keras for Deep Learning: Fundamentals and Practice training assessed?+
Assessment relies on multiple-choice quiz at the end of each day to validate progressive learning, final individual or pair project with presentation and defense and review of the approach, evaluation of the quality and performance of the delivered model. Learni issues a completion certificate together with the individual assessment report at the end of the Training: Mastering Keras for Deep Learning: Fundamentals and Practice program, which an L&D team can file as evidence.
How much does Training: Mastering Keras for Deep Learning: Fundamentals and Practice training cost per participant?+
Training: Mastering Keras for Deep Learning: Fundamentals and Practice training is priced on quote. The amount depends on headcount, format and how far the syllabus is tailored to your team. A detailed quote is sent within one business day, and team pricing covers the whole group from the second participant.
How long does Training: Mastering Keras for Deep Learning: Fundamentals and Practice training take?+
2 days, available live online (US time zones) or on-site at your offices. Half-day tracks spread over several weeks are possible so the team stays operational.
Who pays for Training: Mastering Keras for Deep Learning: Fundamentals and Practice training?+
Most US teams pay directly through their company L&D or training budget. Learni invoices in US dollars and accepts bank transfer (ACH/wire) or card, with volume pricing for teams. A purchase order is welcome.
What do participants need to know before Training: Mastering Keras for Deep Learning: Fundamentals and Practice training?+
Good mastery of Python and fundamental knowledge of machine learning.
Is a certificate issued after Training: Mastering Keras for Deep Learning: Fundamentals and Practice training?+
Yes. A Learni completion certificate is issued, along with the individual evaluation report. Learni is a certified training provider and prepares for third-party certifications, but does not award them itself.
Does Learni provide the equipment for Training: Mastering Keras for Deep Learning: Fundamentals and Practice training?+
No. A computer and a stable internet connection are required for each participant. Learni provides the learning platform, the trainer and all course materials.
Your professional training, anywhere
Let's build
your next
program.
30 minutes with a learning advisor. No commitment. No sales pitch dressed up as a demo.
Reply within 24h · Vetted experts · USD invoicing · W-9 available
Suggestions
You might
like these too.
Generative AI & LLMsIndustry-certifiedMistral AI Training - Deploy Open-Source AI in Production
On quoteQuote within 24h
Generative AI & LLMsIndustry-certifiedTraining Stable Diffusion - Create Professional AI Images in 5 Days
On quoteQuote within 24h
ETL & data pipelinesIndustry-certifiedTraining Airflow Expert - Orchestrate Data Pipelines at Scale
On quoteQuote within 24h
Deep learning
More programs in Deep learning.
Deep learningIndustry-certifiedAdvanced Keras Training - Deploy Powerful Models
On quoteQuote within 24h
Deep learningIndustry-certifiedAdvanced PyTorch Training - Master Professional Deep Learning
On quoteQuote within 24h
Deep learningIndustry-certifiedAdvanced PyTorch Training - Optimize Deep Learning Models
On quoteQuote within 24h
Generative AI & LLMs
More programs in Generative AI & LLMs.
Generative AI & LLMsIndustry-certifiedAdvanced Claude API Training - Integrate AI in Optimized Production
On quoteQuote within 24h
Generative AI & LLMsIndustry-certifiedAdvanced Gemini API Training - Integrate Google's Generative AI
On quoteQuote within 24h
Generative AI & LLMsIndustry-certifiedCardiac Coherence 2026 Training - Optimising Performance via Advanced AI
On quoteQuote within 24h
Python
More programs in Python.
PythonIndustry-certifiedAdvanced FastAPI Training - Build Scalable Ultra-High-Performance APIs
On quoteQuote within 24h
PythonIndustry-certifiedAdvanced Flask Training - Develop Scalable and Secure APIs
On quoteQuote within 24h
PythonIndustry-certifiedAdvanced NumPy Training - Optimize Your Matrix Calculations in Python
On quoteQuote within 24h
Machine learning
More programs in Machine learning.
Machine learningIndustry-certifiedAdvanced NATS Training - Master JetStream and Clustering
On quoteQuote within 24h
Machine learningIndustry-certifiedAdvanced Redis Training - Master Clustering and Performance
On quoteQuote within 24h
Machine learningIndustry-certifiedAdvanced Redis Training - Optimize Redis Cache and Clustering
On quoteQuote within 24h
On-site & remote
This training across cities
Available on-site and remotely. Pick your city to see the local training center.