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Training Mastering FAISS: Vector Indexing and Similarity Search for Data Science

Ref: VHW426
8 people max.
From $2,310 HT / per person
Pay in 3 installments · On-site on request · +$540 with certification exam
2 days
Remote

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Learning objectives

  • Understand the fundamental concepts of vector indexing and similarity search
  • Install, configure, and effectively use FAISS for large datasets
  • Optimize performance and scalability of similarity searches
  • Customize FAISS indexes and integrate the solution into industrial or research workflows
  • Quantitatively evaluate the performance of different indexing strategies

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.

Don't let this gap widen

Why this program matters

  • Without this upskilling, your team accumulates a technological gap that translates directly into productivity loss.

  • Organizations that don't train their talents on key topics see their competitiveness drop.

  • Every quarter without training is a gap widening with competitors who invest.

  • The cost of inaction quickly exceeds that of well-targeted training.

Kheireddin KADRI
Kheireddin KADRI

Learni trainer · Data & AI expert

73%productivity gap
×3cost of inaction

Program

Module 1Introduction to Vector Search & FAISS Installation

Challenges of similarity search in large datasets, traditional index structures and limitations, use cases of vector search in NLP, Computer Vision, recommendation. Conceptual presentation of FAISS, installation (CPU/GPU), first manipulations, data conversion to suitable formats, vectorization with common embeddings (Word2Vec, BERT, ResNet, etc.), importing vectors into FAISS.

Module 2Building, Training, and Querying Indexes with FAISS

Index types (Flat, IVFFlat, IVFPQ, HNSW, LSH, etc.), choice based on use case and volume, creation of custom indexes, training on example data, management of vectors and metadata. Real-time index querying, similarity management (L2, cosine, inner product), notions of recall/precision for Approximate Nearest Neighbor search. Integration into a Python pipeline: query API, result retrieval, speed and precision benchmarks.

Module 3FAISS in Production: Optimizations and Advanced Practical Cases

Management of distributed indexing and scaling (sharding, add/remove, multi-GPU), persistence and index save/resume. Performance optimization strategies for large volumes: compression, quantization, advanced partitioning, index hyperparameter tuning. Sector-specific practical cases (document search, image, audio), integration into microservices architectures. Performance metrics, monitoring, and final evaluation via practical project.

Evaluation method

  • Completion of a central project (indexing/search on a real vector dataset)
  • Quiz to validate learning outcomes at the end of the training
  • Individual feedback on practical exercises

Learning method

  • Alternation between theoretical presentations and live demonstrations
  • Hands-on workshops on various corpora (text, image, audio)
  • Complete course materials, installation guides, and Python notebooks provided

Methods, materials and delivery

The Training Mastering FAISS: Vector Indexing and Similarity Search for Data Science 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 FAISS: Vector Indexing and Similarity Search for Data Science 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 FAISS: Vector Indexing and Similarity Search for Data Science 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.

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.

FAQ

Frequently asked questions

How much does the Training Mastering FAISS: Vector Indexing and Similarity Search for Data Science training cost?+
The individual price is $2,310 (USD). A detailed quote is sent within one business day.
How long is the Training Mastering FAISS: Vector Indexing and Similarity Search for Data Science training?+
The training lasts 2 journées, available live online (US time zones) or on-site at your offices.
How is this training paid for?+
Most US teams pay directly through their company (L&D or training budget). We invoice in US dollars and accept bank transfer (ACH/wire) or card, with volume pricing for teams. A purchase order is welcome.
Are there any prerequisites?+
Good knowledge of Python, basics in Machine Learning and vector data handling
Is a certificate delivered at the end?+
Yes. A Learni completion certificate is issued, along with the individual evaluation report.
Does Learni provide the equipment?+
No. A computer and stable internet connection are required for the participant. Learni provides the educational platform, the trainer and all course materials.
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