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.
Document AI Pipelines Training - Automating Intelligent Data Extraction
Trusted by — schools, companies and industrial groups
40,860 programs · 25 countries
Every program built with a dedicated engineer
Companies: Aptar, ArcelorMittal, Equans, EDF, Ubisoft and Microsoft.
Document AI Pipelines training objectives
- Master Document AI pipelines to extract and structure massive enterprise data.
- Develop professional skills in advanced ETL with Apache Spark for Document AI.
- Design scalable architectures integrating Kafka and Airflow in Document AI workflows.
- Optimize pipeline performance to reduce costs and accelerate processing.
- Implement robust, certifiable solutions tailored to business needs.
- Deploy Document AI pipelines in production with monitoring and resilience.
Document AI Pipelines curriculum: 4 modules over 4 days
Module 1 : Document AI Pipelines Architecture: Advanced Modeling and Intelligent OCR (Google Document AI, custom schemas)
Discover advanced architectures of Document AI pipelines, modeling complex flows with Google Document AI and customized OCR schemas. Apply practical exercises on various real documents like invoices and contracts, generate structured extractions ready for ETL, analyze precision metrics to optimize models, and produce a first prototype pipeline integrated with heterogeneous data sources.
Module 2 : ETL & Document AI Pipelines: Distributed Processing with Apache Spark (batch transformations, Spark ML for entities)
Dive into advanced ETL for Document AI via Apache Spark. Transform massive extracted document datasets into scalable dataframes, implement Spark pipelines with UDFs for semantic enrichment, test on concrete enterprise cases like financial report analysis, optimize jobs for high performance, and deliver cleaned datasets ready for warehousing, with focus on resilience and parallelization.
Module 3 : Kafka & Airflow for Document AI Pipelines: Streaming Orchestration and Scheduling (real-time integration, complex DAGs)
Integrate Kafka for streaming incoming documents into your Document AI pipelines, configure partitioned topics and scalable consumers, orchestrate with Airflow via advanced DAGs to schedule extractions and Spark ETL, simulate real-time flows on high volumes, manage errors and automated retries, and deploy an end-to-end pipeline with monitoring dashboards, adapted to critical enterprise workloads.
Module 4 : Deployment & Optimization of Document AI Pipelines: Production, Monitoring, and Scaling (Kubernetes, GCP/AWS costs)
Deploy your Document AI pipelines in production on Kubernetes with Helm charts, integrate Prometheus/Grafana monitoring for proactive alerts, optimize costs via auto-scaling and spot instances, test resilience with chaos engineering on real enterprise cases, finalize a deliverable capstone project with CI/CD GitHub Actions, and evaluate ROI via business metrics like 70% reduction in processing time.
How Document AI Pipelines skills are assessed
- Daily technical quizzes on advanced concepts
- Assessment of practical labs and pair projects
- Final certifying exam with real business case
How the Document AI Pipelines course is taught
- 70% hands-on practice with real tools (Spark, Kafka, Airflow)
- Enterprise case studies tailored to your data challenges
- Collaborative work in small groups of 5 max
- Video resources and post-training labs included
Document AI Pipelines training: access and practical arrangements
The Document AI Pipelines Training - Automating Intelligent Data Extraction 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 Document AI Pipelines Training - Automating Intelligent Data Extraction 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 Document AI Pipelines Training - Automating Intelligent Data Extraction 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
How Learni guarantees the quality of your Document AI Pipelines training
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
Document AI Pipelines: frequently asked questions
Which tools are used in Document AI Pipelines Training training?+
Hands-on work runs on google Document AI, custom schemas, batch transformations, spark ML for entities, real-time integration and complex DAGs. Those tools come from the Document AI Pipelines Training program itself, delivered on site over 4 days, so participants practise on the stack they will use at work.
What can participants do after Document AI Pipelines Training training?+
They can master Document AI pipelines to extract and structure massive enterprise data, develop professional skills in advanced ETL with Apache Spark for Document AI and design scalable architectures integrating Kafka and Airflow in Document AI workflows. Those are the stated objectives of the Document AI Pipelines Training program at Advanced level, checked by the end-of-session assessment.
What does the Document AI Pipelines Training program cover, day by day?+
Day 1: Document AI Pipelines Architecture: Advanced Modeling and Intelligent OCR (Google Document AI, custom schemas). Day 2: ETL & Document AI Pipelines: Distributed Processing with Apache Spark (batch transformations, Spark ML for entities). Day 3: Kafka & Airflow for Document AI Pipelines: Streaming Orchestration and Scheduling (real-time integration, complex DAGs). Day 4: Deployment & Optimization of Document AI Pipelines: Production, Monitoring, and Scaling (Kubernetes, GCP/AWS costs). The Document AI Pipelines Training program runs over 4 days, delivered on site.
How is Document AI Pipelines Training training assessed?+
Assessment relies on daily technical quizzes on advanced concepts, assessment of practical labs and pair projects and final certifying exam with real business case. Learni issues a completion certificate together with the individual assessment report at the end of the Document AI Pipelines Training program, which an L&D team can file as evidence.
How much does Document AI Pipelines Training training cost per participant?+
Document AI Pipelines Training training costs $4,620 per participant. For an in-company team, the flat rate starts at $7,865 for the whole group, up to 8 people. The detailed quote, sent within one business day, adjusts the amount to the format and how far the syllabus is tailored to your team.
How long does Document AI Pipelines Training training take?+
4 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 Document AI Pipelines Training 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 Document AI Pipelines Training training?+
Advanced mastery of Python, Spark ETL, Kafka streaming, ML/AI fundamentals, and cloud (GCP/AWS). Experience with production data pipelines.
Is a certificate issued after Document AI Pipelines Training 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 Document AI Pipelines Training 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 Document AI Pipelines learning path.
30 minutes with a learning advisor. No commitment. No sales pitch dressed up as a demo.
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