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 Semantic Search - Mastering Intelligent Data Search
Trusted by — schools, companies and industrial groups
41,258 programs · 25 countries
Every program built with a dedicated engineer
Companies: Aptar, ArcelorMittal, Equans, EDF, Ubisoft, Microsoft and Atos.
Semantic Search training objectives
- Master the fundamentals of semantic search for professional applications
- Develop skills in vectorization and embeddings to analyze textual data
- Implement semantic search engines using open-source tools
- Design intelligent queries tailored to business needs
- Optimize result accuracy for certified data projects
- Integrate semantic search into professional data workflows
Program
Semantic Search curriculum: 4 modules over 4 days
Module 1 : Fundamentals of Semantic Search: Key Concepts and Vectorization (TF-IDF, Basic Embeddings)
Discover the principles of semantic search versus traditional lexical search, dive into text vectorization with TF-IDF and initial embeddings using scikit-learn and Gensim, perform your first practical exercises on real company datasets, build a simple vector index, test cosine similarities to identify relevant content, and produce a comparative analysis report highlighting immediate precision gains for your data projects.
Module 2 : Linguistic Models for Semantic Search: Word2Vec and Introductory BERT (Hugging Face Tools)
Explore Word2Vec models to capture word contextual meaning, transition to transformers with BERT via the Hugging Face library, train embeddings on custom corpora tailored to your sector, perform semantic analogy and thematic clustering exercises, integrate these models into an intelligent search prototype, and validate results on concrete cases like internal document recommendation, demonstrating a 40% relevance increase from initial tests.
Module 3 : Implementing Semantic Search: Engines and Vector Databases (Elasticsearch, FAISS)
Set up a semantic search engine with Elasticsearch and its KNN plugins, integrate FAISS for ultra-fast searches on large volumes, develop automated indexing pipelines from raw data, test hybrid queries combining semantics and keywords, apply to an ongoing business project like an internal search engine, and optimize performance for production scaling, delivering deployable assets that transform data flows into competitive advantages.
Module 4 : Practical Semantic Search: Business Use Cases and Optimization (Evaluation, Deployment)
Apply semantic search to real-world cases like customer feedback analysis or knowledge discovery, deploy your engine on the cloud with Docker and REST API, measure precision using Recall/Precision metrics, iterate based on feedback to refine models, simulate production deployment with monitoring, and conclude with a full audit of your certifying project, proving a 50% reduction in search time for teams and immediate enhancement of professional skills.
How Semantic Search skills are assessed
- Multiple-choice quiz to validate learning outcomes at the end of the training
- Continuous assessment through practical exercises and ongoing project
- Oral presentation of the developed semantic search engine
How the Semantic Search course is taught
- Courses led by a certified expert trainer in data science
- Practical exercises on real business cases and open-source datasets
- Progressive ongoing project for concrete business application
- Complete course materials and digital resources provided to each participant
Semantic Search training: access and practical arrangements
The Training Semantic Search - Mastering Intelligent Data Search 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 Semantic Search - Mastering Intelligent Data Search 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 Semantic Search - Mastering Intelligent Data Search 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 Semantic Search 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
Semantic Search: frequently asked questions
Which tools are used in Semantic Search training?+
Hands-on work runs on TF-IDF, basic Embeddings, hugging Face Tools, elasticsearch, FAISS and evaluation. Those tools come from the Semantic Search program itself, delivered on site over 4 days, so participants practise on the stack they will use at work.
What can participants do after Semantic Search training?+
They can master the fundamentals of semantic search for professional applications, develop skills in vectorization and embeddings to analyze textual data and implement semantic search engines using open-source tools. Those are the stated objectives of the Semantic Search program at Beginner level, checked by the end-of-session assessment.
What does the Semantic Search program cover, day by day?+
Day 1: Fundamentals of Semantic Search: Key Concepts and Vectorization (TF-IDF, Basic Embeddings). Day 2: Linguistic Models for Semantic Search: Word2Vec and Introductory BERT (Hugging Face Tools). Day 3: Implementing Semantic Search: Engines and Vector Databases (Elasticsearch, FAISS). Day 4: Practical Semantic Search: Business Use Cases and Optimization (Evaluation, Deployment). The Semantic Search program runs over 4 days, delivered on site.
How is Semantic Search training assessed?+
Assessment relies on multiple-choice quiz to validate learning outcomes at the end of the training, continuous assessment through practical exercises and ongoing project and oral presentation of the developed semantic search engine. Learni issues a completion certificate together with the individual assessment report at the end of the Semantic Search program, which an L&D team can file as evidence.
How much does Semantic Search training cost per participant?+
Semantic Search 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 Semantic Search 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 Semantic Search 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 Semantic Search training?+
Basic knowledge of Python programming, elementary knowledge of databases and text processing.
Is a certificate issued after Semantic Search 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 Semantic Search 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 Semantic Search learning path.
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
Training similar to Semantic Search.
Generative AI & LLMsIndustry-certifiedTraining Gemini API - Integrate Expert Generative AI
$6,300Quote within 24h
Security standards & governanceIndustry-certifiedAdvanced PCI-DSS Training - Master Payment Compliance Audits
$2,310Quote within 24h
Generative AI & LLMsIndustry-certifiedMistral AI Training - Deploy Open-Source AI in Production
$3,150Quote within 24h
NLP & language processing
Popular NLP & language processing training.
NLP & language processingIndustry-certifiedHugging Face Training - Master Advanced Transformers
$7,875Quote within 24h
NLP & language processingIndustry-certifiedMaster Amazon Polly: Complete Training on Cloud Speech Synthesis
$3,465Quote within 24h
NLP & language processingIndustry-certifiedMaster DeepSpeech: Implementing Open Source Speech Recognition
$2,310Quote within 24h
Generative AI & LLMs
Popular Generative AI & LLMs training.
Generative AI & LLMsIndustry-certifiedAdvanced Claude API Training - Integrate AI in Optimized Production
$6,300Quote within 24h
Generative AI & LLMsIndustry-certifiedAdvanced Gemini API Training - Integrate Google's Generative AI
$7,875Quote within 24h
Generative AI & LLMsIndustry-certifiedCardiac Coherence 2026 Training - Optimising Performance via Advanced AI
$7,875Quote within 24h
AI agents & RAG
Popular AI agents & RAG training.
AI agents & RAGIndustry-certifiedAdvanced LangChain Training - Create Autonomous AI Agents
$1,575Quote within 24h
AI agents & RAGIndustry-certifiedAdvanced LangChain Training - Develop Autonomous AI Agents
$6,300Quote within 24h
AI agents & RAGIndustry-certifiedAdvanced LangChain Training - Develop Complex AI Agents
$7,875Quote within 24h
Deep learning
Popular Deep learning training.
Deep learningIndustry-certifiedAdvanced Keras Training - Deploy Powerful Models
$1,575Quote within 24h
Deep learningIndustry-certifiedAdvanced PyTorch Training - Master Professional Deep Learning
$7,875Quote within 24h
Deep learningIndustry-certifiedAdvanced PyTorch Training - Optimize Deep Learning Models
$1,575Quote within 24h
On-site & remote
Semantic Search training in your city
Available on-site and remotely. Pick your city to see the local training center.