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 in Enterprise: From Initiation to Production
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 fundamental concepts of Deep Learning and the Keras framework
- Build, train, and evaluate neural networks with Keras
- Integrate Keras with TensorFlow and leverage its advanced features
- Apply regularization techniques, data augmentation, and transfer learning
- Deploy and integrate a Keras model into production in a real-world application
Program
Module 1Introduction to Deep Learning and Discovery of Keras
Presentation of the fundamental concepts of Deep Learning, introduction to the Keras framework and its ecosystem, getting started with the Python environment, installation, first MLP models for classification. Practical case: handwritten digit recognition (MNIST).
Module 2Designing and Training Advanced Neural Networks
Exploration of Keras layers (Dense, Dropout, Activation), configuration of sequential and functional models, preprocessing and data augmentation strategies, use of callbacks (EarlyStopping, ModelCheckpoint). Practical cases: import and training of convolutional networks for image recognition.
Module 3Deep Networks, Regularization, and Production Deployment
Regularization techniques (Dropout, L1/L2), implementation of transfer learning with Keras, performance monitoring (TensorBoard), model export and saving. Introduction to REST API deployment with Flask/FastAPI, production inference pipeline, model version management. Final workshop: creation, optimization, and production deployment of a Keras model on a provided or personal business case.
Evaluation method
- Practical exercises corrected at the end of each module
- Quiz to validate learning outcomes at the end of the training
- Final project for deploying a Keras model into production
Learning method
- Alternation of theory and guided hands-on labs on real business cases
- Examples of projects in computer vision and natural language processing
- Course materials and notebooks provided, reproducible on Google Colab
Methods, materials and delivery
The Training: Mastering Keras for Deep Learning in Enterprise: From Initiation to Production 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 in Enterprise: From Initiation to Production 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 in Enterprise: From Initiation to Production 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 in Enterprise: From Initiation to Production training?+
They can understand the fundamental concepts of Deep Learning and the Keras framework, build, train, and evaluate neural networks with Keras and integrate Keras with TensorFlow and leverage its advanced features. Those are the stated objectives of the Training: Mastering Keras for Deep Learning in Enterprise: From Initiation to Production program at Intermediate level, checked by the end-of-session assessment.
What does the Training: Mastering Keras for Deep Learning in Enterprise: From Initiation to Production program cover, day by day?+
Day 1: Introduction to Deep Learning and Discovery of Keras. Day 2: Designing and Training Advanced Neural Networks. Day 3: Deep Networks, Regularization, and Production Deployment. The Training: Mastering Keras for Deep Learning in Enterprise: From Initiation to Production program runs over 3 days, delivered on site.
How is Training: Mastering Keras for Deep Learning in Enterprise: From Initiation to Production training assessed?+
Assessment relies on practical exercises corrected at the end of each module, quiz to validate learning outcomes at the end of the training and final project for deploying a Keras model into production. Learni issues a completion certificate together with the individual assessment report at the end of the Training: Mastering Keras for Deep Learning in Enterprise: From Initiation to Production program, which an L&D team can file as evidence.
How much does Training: Mastering Keras for Deep Learning in Enterprise: From Initiation to Production training cost per participant?+
Training: Mastering Keras for Deep Learning in Enterprise: From Initiation to Production 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 in Enterprise: From Initiation to Production training take?+
3 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 in Enterprise: From Initiation to Production 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 in Enterprise: From Initiation to Production training?+
Basic knowledge of Python, high school level mathematics, Machine Learning basics recommended.
Is a certificate issued after Training: Mastering Keras for Deep Learning in Enterprise: From Initiation to Production 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 in Enterprise: From Initiation to Production 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.
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