lionel  1,009 post(s) |
many databases implement functionnalities for AI : in it own core using module or access to tools ( LangChain LC , LlamaIndex LI , Semantic Kernel SK, Atlas from Nomic AI, PeerAI From PeerIsland , pureInsights) or access to external AI platform like Azure OpenAI (AO), Amazon Bedrock (AB) , Google cloud Vertex AI ( GCV) or agent that have access to AI Services like SKySQL, Klu LLM platform, Aerospike, Couchbase Capella ,Together AI ! Microsoft |Azur SQL .....|Vector search |AI service AO - Copilot -Fabric- AI tools LC , SK timescale....| PostgresQL | PostgresML |pgai pgvector | AI services ( AO, GCV) investor | MongoDB | MongoDB AI -Meta AI -MAAP- Atlas | AI Services AB, Redis Labs |Redis |Redis AI module -vector index -RAG- tensorFlow PyTorch- AI Tools + services Machine Learning (ML) is a subset of AI that focuses on algorithms allowing computers to learn from and make predictions based on data. It involves training models on data to identify patterns and make decisions without being explicitly programmed.Deep Learning (DL) is a subset of Machine Learning.Specific chips are use for ML. Several AI and machine learning frameworks support : Linear Regression,Logistic Regression ,Decision Trees ,Matrix Operations like Scikit-learn, TensorFlow,PyTorch, RapidMiner,H2O.ai . Artificial Intelligence (AI) is a broad field that encompasses any technique enabling computers to mimic human intelligence. This includes tasks like problem-solving, learning, and pattern recognition.ML involves training algorithms on data to make predictions or decisions without being explicitly programmed for specific tasks. ML aims to create models that can learn from and make decisions based on data. Natural Language Processing (NLP) is a subfield of AI that focuses on the interaction between computers and human language. It aims to enable machines to understand, interpret, and generate human language in a way that's both meaningful and useful. NLP encompasses tasks like speech recognition, sentiment analysis, language translation, and text summarization.The tools are : Hugging Face Transformers, Google Cloud Natural Language, LTK (Natural Language Toolkit), SpaCy, Stanford CoreNLP,IBM Watson Natural Language ,Amazon Comprehend, AllenNLP, Lexalytics, Clarabridge.LLMs are subset of NLP ,representing a more advanced and specialized application of language processing techniques A Large Language Model (L-LM) is a type of AI model designed tounderstand and generate human language. These models are trained on vast amounts of text data and can perform a variety of natural language processing tasks, such as text generation, translation, summarization, and question answering. The big name are : GAFAM : Gemini & PaLm ( Google use Trilium TPU or Axion Arm cpu) , Llama (Meta ), GPT ( Microsoft use OpenAI technology), titan/Nova/Olympus ( Amazon use AnnapurnaLabs graviton Arm licence for AWS ) , GTP and "noname" (Apple has ARM licence and use Google TPU ) outside GAFA there is GPT (OpenAI), Claude (Anthropic).For communication dialogue base on AI there is LaMDA ,Claude 3 haidu , Qwen, RoBERT (MAsked M-LM) base on BERT and T5, Meena and BlenderBot, Replika,chatGPT. The AI is also a battle of CPU Architecture on power management . RISC-V , intel x86 can't compete against ARM that licence the right to design CPU or to use ARM architecture cortex CPU design by team in Austin Texas, Sophia Antipolis, cambridge. custom ARM => Apple (M4), Amazon Annapurna Labs ( graviton ) ,NVIDIA( tegra , Grace , Blackwell with mediatek is not ARM base but NVidia ), qualcomm (orion with help of nuva not ) ,Samsung (exynos) , Huawei ( voir HiSilicon), HiSilicon . cortex ARM integration => ARM Holdings is the owner and designer of All Cortex familly licenced to many company : NVIDAI 5 Jetson orin/wavier/nano/AGX ) Qualcomm (snapdragon), Broadcom ( BCM dans Raspberry Pi et Compute Module), HiSilicon (kirin , kunpeng) , AWS ( Graviton) Texas intrument (JAcinto 7) , Mediatek ( Dimensity) , Rockchip (RK chip) , NXP (i.MX, LS LX series) , Marvell ( armada dans CCAudio), AMD , Intel (XScale Marvell), mediatek. The foundry that deliver manufacture optimized system on chip ( SoC) for ARM Cortex processor design are : intel Foundry Services ( IFS), Samsung Factory and perhaps , Taiwan Semiconductor Manufacturing Company (TSMC), GlobalFoundries.
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