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Training pgvector - Mastering Vector Search in Database

Course created on July 27, 2026Updated on October 5, 2026

On quote$4,620

4 days
Onsite
10 people max.

Request a quote See the program

Ref: QRK710

10 people max.

On quote$4,620

In-company rate: on quotefrom $7,865 for the whole team

On-site and certification exam on quote

4 days

Onsite

Don't let this gap widen

Why this program matters

Without pgvector, your text searches stay limited to exact matching, losing 70% semantic relevance according to Gartner and driving 25% productivity losses for enterprise data teams.
Non-vectorized data lakes create unusable silos, exposing you to GDPR compliance risks on unoptimized AI data, with project delay costs multiplied by 3.
Your career stalls against explosive demand for vector skills, 80% of Big Data job postings requiring them by 2025.
Master pgvector now to avoid these traps and propel your business.

Trusted by — schools, companies and industrial groups

25,750 programs · 25 countries

Every program built with a dedicated engineer

Companies: Aptar, ArcelorMittal, Equans, EDF, Ubisoft and Microsoft.

Learning objectives

Master the installation and configuration of pgvector in PostgreSQL for professional projects
Develop skills in vector indexing to optimize semantic searches
Implement embeddings pipelines with pgvector in a certified Big Data context
Design RAG applications enhanced by pgvector for the enterprise
Optimize vector query performance on massive data volumes
Integrate pgvector into AI ecosystems for rapid upskilling

Program

Module 1pgvector Fundamentals: Installation and First Vector Embeddings (PostgreSQL, HNSW)

Discover pgvector installation on PostgreSQL, configure essential extensions, generate your first embeddings using open-source models like Sentence Transformers, test cosine and L2 similarity queries on real datasets, complete practical exercises to validate the setup, produce initial performance reports, and integrate real enterprise use cases to anchor skills from day one.

Module 2pgvector Indexing: Optimize Structures for Big Data (IVFFlat, HNSW, Performance)

Dive into IVFFlat and HNSW vector indexes tailored for pgvector, build indexes on millions of vectors, measure speed gains on ANN queries, apply clustering techniques to scale in Big Data, simulate enterprise workloads with tools like pgbench, generate comparative benchmarks, and export performance visualizations to analyze and adjust configurations in real time.

Module 3pgvector Pipelines: AI Integration and RAG in the Enterprise (LLM, Python, LangChain)

Build complete vector ingestion pipelines with pgvector and Python, integrate LLMs like Llama via LangChain for advanced RAG applications, manage SQL-vector hybridization for multimodal searches, test on real Big Data cases like personalized recommendations, deploy secure APIs, produce production-ready functional prototypes, and evaluate semantic accuracy with Recall@K metrics.

Module 4Advanced pgvector: Scaling, Monitoring, and Big Data Use Cases (Data Lake, Security)

Scale pgvector on PostgreSQL clusters for vector Data Lakes, implement monitoring with Prometheus and Grafana, secure vector access with Row Level Security, explore enterprise use cases like fraud detection or generative search, optimize costs on petabyte-scale volumes, complete a personal capstone project, and receive a certified deliverable with source code and evolution roadmap.

Evaluation method

Daily interactive quizzes on pgvector concepts
Practical projects evaluated by certified experts
Final exam with real Big Data cases and personalized feedback

Learning method

Learning through concrete projects and real datasets
Hands-on exercises in small groups of max 10
Individualized in-person pedagogical support
Post-training resources for sustainable upskilling

Methods, materials and delivery

The Training pgvector - Mastering Vector Search in Database 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 pgvector - Mastering Vector Search in Database 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 pgvector - Mastering Vector Search in Database 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.

Step 1

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.

Step 2

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.

Step 3

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.

Step 4

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.

A child walking to school with a backpack

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

Enroll and offer a kit

FAQ

Frequently asked questions

Which tools are used in pgvector training?+

Hands-on work runs on postgreSQL, HNSW, IVFFlat, performance, LLM and python. Those tools come from the pgvector program itself, delivered on site over 4 days, so participants practise on the stack they will use at work.

What can participants do after pgvector training?+

They can master the installation and configuration of pgvector in PostgreSQL for professional projects, develop skills in vector indexing to optimize semantic searches and implement embeddings pipelines with pgvector in a certified Big Data context. Those are the stated objectives of the pgvector program at Intermediate level, checked by the end-of-session assessment.

What does the pgvector program cover, day by day?+

Day 1: pgvector Fundamentals: Installation and First Vector Embeddings (PostgreSQL, HNSW). Day 2: pgvector Indexing: Optimize Structures for Big Data (IVFFlat, HNSW, Performance). Day 3: pgvector Pipelines: AI Integration and RAG in the Enterprise (LLM, Python, LangChain). Day 4: Advanced pgvector: Scaling, Monitoring, and Big Data Use Cases (Data Lake, Security). The pgvector program runs over 4 days, delivered on site.

How is pgvector training assessed?+

Assessment relies on daily interactive quizzes on pgvector concepts, practical projects evaluated by certified experts and final exam with real Big Data cases and personalized feedback. Learni issues a completion certificate together with the individual assessment report at the end of the pgvector program, which an L&D team can file as evidence.

How much does pgvector training cost per participant?+

pgvector 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.pgvector 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 pgvector 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 pgvector 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 pgvector training?+

Mastery of SQL and PostgreSQL, basics in Python or data vectorization, experience with relational databases.

Is a certificate issued after pgvector 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.

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