An excellent overview of Large Language Models, LLMs, & what are they used for from @nvidia @NVIDIAAI : blogs.nvidia.com/blog/2023/0… LLMs are making Artificial Intelligence more accessible to the end user & have placed AI on the radar of many CEOs. They have even been embedded into robotics enabling humans & machines to converse with each other. LLMs are also known as foundational models based on Transformers with Self-Attention Mechanism introduced by Google researchers in 2017 and the next generation is set to be increasingly multimodal working with text, speech, images and video. They are also advancing on reasoning skills. The State-of-the-art models have Reinforcement Learning as a reward based mechanism to help deliver the correct result and increasingly use human feedback. There is also a growing base of open source models available alongside the proprietary models from Open AI & Google. @pierrepinna| @sallyeaves | @SpirosMargaris | @TheRudinGroup | @HaroldSinnott | @Nicochan33 | @Ym78200 | @lyakovet | @gvalan | @Shi4Tech | @BetaMoroney |@ahier | @mikeflache| @ipfconline1 #AI #MachineLearning #LLMs #Fintech #DeepLearning #legaltech

Generative Artificial Intelligence could add trillions of dollars of additional value to the economy! @McKinsey_MGI See: mckinsey.com/capabilities/mc… Generative AI will have a significant impact across all industry sectors; Generative AI can substantially increase labour productivity across the economy, but that will require investments to support workers as they shift work activities or change jobs; The era of generative AI is just beginning - this exciting journey will accelerate & LLMs will influence our daily lives over the next few years. Skills training is essential across all sectors of the economy and age groups to maximise the potential - from schools & universities through to experienced workers. My add: any regulation should be considered & proportionate + not inadvertently create a monopoly against open source. @vestager @RishiSunak @Keir_Starmer @POTUS @pierrepinna | @sallyeaves | @SpirosMargaris | @HaroldSinnott | @Shi4Tech | @mikeflache | @TheRudinGroup | @lyakovet | @ahier | @BetaMoroney | @gvalan | @Nicochan33 | @Ym78200 | @ipfconline1 | @globaliqx | @TheAdityaPatro #AI #MachineLearning #LLMs #Fintech #DeepLearning

A key constructive-use case for #AI in democratic processes is to serve as discussion moderator and consensus builder.

An excellent summary on the era of Artificial Intelligence - Why AI will save the world: a16z.com/2023/06/06/ai-will-… by @pmarca |@a16z An important point that is raised big AI companies should not be "allowed to achieve regulatory capture, not allowed to establish a government-protect cartel that is insulated from market competition due to incorrect claims of AI risk." IMHO we will still end up with some form of AI regulation but it should not be designed to protect big players at the expense of startups & other new entrants using Open Source. @vonderleyen @POTUS @RishiSunak @Keir_Starmer @vestager @VanberghenEU AI can be used to great effect to help advance healthcare and the fight against climate change. Regulation should be aimed at making things better for the user (our citizens) and society and economy (GDP, living standards) and improving competition - not worsening it as that results in worse outcomes for both the individual and society overall. Any regulation needs to take account of the access to data and probably revamp privacy rules such as GDPR & align competition law accordingly. Policy makers should mandate data trusts that would protect the end user & also enable new entrant startups to access data. They should also create Generally Acceptable Privacy Policy (GAPP) and Generally Acceptable AI Development Policy (GAAIDP) as principle based standards that may be auditable for production models. Policy makers should also encourage collaboration on synthetic data and federated learning with differential privacy so that we can find ways to effectively scale AI across all sectors of the economy whilst protecting user privacy and also encouraging competition. @pierrepinna| @sallyeaves | @SpirosMargaris | @HaroldSinnott |@TheRudinGroup | @Nicochan33 | @gvalan | @mikeflache | @ahier| @lyakovet | @BetaMoroney | @Shi4Tech |@Ym78200| @ipfconline1 | @pierrecappelli | @pawlowskimario #AI #MachineLearning #DeepLearning #LLM #startups #ESG

Don't believe the hype! Artificial Intelligence exterminating humanity labelled PR stunt by Oxford University Professor: bitly.ws/HegH Some vested interests are keen to stop the advance of Open Source Generative AI LLM models @vonderleyen |@POTUS |@RishiSunak |@Keir_Starmer| @VanberghenEU |@vestager |@corybooker We need sensible principles based regulation & transparent industry standards not unreasonable suffocation of the Open Source startup sector. New entrants bring innovation & competition resulting in better outcomes for the end user. @pierrepinna |@sallyeaves |@Xbond49 |@psb_dc |@SpirosMargaris |@mikeflache |@Shi4Tech| @TheRudinGroup | @gvalan | @PawlowskiMario | @ahier | @Nicochan33| @Ym78200 | @lyakovet | @ipfconline1 | @BetaMoroney #AI #MachineLearning #DeepLearning #Datascience #LLM #ArtificialIntelligence #GenerativeAI #startups #tech

"Something strange has appeared in our sky. Let’s get a sense of what this alien is before we blow it out of the sky. Maybe it’s beautiful!" theguardian.com/commentisfre… No apocalypse for now! An excellent, balanced piece on AI anxiety from @StephenMarche @guardian Let's think more Star Trek Captain Picard & less Terminator about current AI. @pierrepinna | @HaroldSinnott |@Xbond49|@psb_dc | @SpirosMargaris | @sallyeaves |@TheRudinGroup| |@Nicochan33 | @Ym78200 | @Shi4Tech | @lyakovet | @ahier| @BetaMoroney | @gvalan | @PawlowskiMario | @ipfconline1| #AI #MachineLearning #DeepLearning #ArtificialInteligence #DataScience #tech

A good overview of how Generative AI may supercharge the future of work constellationr.com/blog-news… by @dhinchcliffe AI does not have to result in all humans out of work. In fact this decade we may see a further productivity boom that enables GDP & jobs growth by enabling people to complete tasks more efficiently. The article gives a balanced perspective including the risks & a good framework for AI adoption. @pierrepinna| @sallyeaves | @psb_dc| @SpirosMargaris |@HaroldSinnott| @mikeflache|@Shi4Tech|@xbond49| @TheRudinGroup|@lyakovet|@BetaMoroney|@ahier| @Nicochan33| @Ym78200|@gvalan|@ipfconline1| @PawlowskiMario #AI #MachineLearning #DeepLearning #DataScience #GenerativeAI

Nice overview of Generative AI: a category of Artificial Intelligence (AI) algorithms that generate new outputs based on the data they have been trained on. For full infographic see: visualcapitalist.com/generat… BTW @VisualCap don't forget the role of Transformers in some of the key Generative AI architecture. The "T" in GPT - Generative Pre-Trained Transformer. en.wikipedia.org/wiki/GPT-3 Generative AI is the hot area of AI & likely to remain so when for the future the Metaverse takes off as it may generate 3D content from text. @pierrepinna | @sallyeaves | @psb_dc | @SpirosMargaris | @HaroldSinnott |@mikeflache | @Shi4Tech | @Nicochan33| @Ym78200 | @TheRudinGroup | @ahier | @lyakovet| @BetaMoroney | @TheAdityaPatro | @gvalan | @ipfconline1 #AI #ArtificialIntelligence #MachineLearning #DeepLearning #Datascience #GenerativeAI

A cool overview of Generative AI Sector in the image by @rapid_ops! An exciting area is the Research part where the likes of @AnthropicAI, @huggingface & @StabilityAI are making exciting headway. Anthropic have a rival to Chat GPT & is reported to have raised at a pre-investment valuation of $4.1 billion recently. They claim to have a safer AI approach for Generative AI. The article on the link sets out how AI startups can use Generative AI for marketing. semupdates.com/top-25-free-a… @pierrepinna |@psb_dc| @SpirosMargaris | @HaroldSinnott| @mikeflache| @Shi4Tech| @TheRudinGroup| @lyakovet| @BetaMoroney| @Nicochan33| @Ym78200| @ahier| @gvalan| @ipfconline1 #AI #MachineLearning #DeepLearning #DataScience #Startups #Marketing #Tech