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Turing Fest 2023: The Rise of AI

Turing Fest 2023: The Rise of AI

It is estimated that AI will drive 95% of all customer interactions by 2025. So it’s no surprise that over the last 12 months, AI has been one of the most discussed topics around the world. Tools like DALL-E, Jasper and Midjourney have dominated these conversations and it seems with the introduction of OpenAI’s ChatGPT, there is no avoiding artificial intelligence.

Peak Ace

June 11, 2024

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  1. Bastian Grimm | Peak Ace AG | @basgr The Rise

    of AI Strategies & Tips to Drive Growth June 29th 2023
  2. pa.ag @peakaceag 7 Midjourney V5 has gotten REALLY good… just

    wow! Our all-time favourite AI text-to-image generation tool that's available right now: Source: https://www.midjourney.com/ & https://pa.ag/3C11Zwo
  3. Prompting is how humans can talk to AI. It's a

    way to express what we want and how we want it, usually done with words. Prompt(ing)?
  4. pa.ag @peakaceag 10 Need help and/or inspiration? Try DS Prompt

    Builder: Source: https://pa.ag/3JbNxFM Super-simple drag & drop prompt building based on visual elements to choose style, lightning, etc.
  5. pa.ag @peakaceag 11 Creating AI prompts is a key skill

    for any generative AI Whoever formulates the best, most creative and most unique AI prompts will create the best content (and save AI/API credits) Source: https://promptbase.com There is a marketplace (promptbase.com), which is dedicated to trading prompts – use it for inspiration!
  6. pa.ag @peakaceag 13 If you need product ads/images fast, try

    flair.ai AI-generated product photography using a drag-and-drop approach that allows you to place product imagery in literally any environment you can think of: Source: https://pa.ag/3ZNrFqi
  7. pa.ag @peakaceag 14 cleanup.pictures Remove any unwanted object, defect or

    even people from your picture in seconds Source: https://cleanup.pictures
  8. pa.ag @peakaceag 16 Recommended use-cases for generative image AI Even

    though we‘re still at an early stage, the uses mentioned below are very much possible today and allows for time and cost savings, as well as efficiency gains: Header images e.g., for blog posts or newsletters Social images e.g., for your various feeds such as LinkedIn, Insta, etc. Images for slides e.g., for pitch presentations, slide decks or story boards Image modification e.g., clean-ups, object removal, up-scaling, etc.
  9. pa.ag @peakaceag 17 Interesting but equally scary use-case from Osaka

    Univ. “We propose a new method based on a diffusion model (DM) to reconstruct images from human brain activity obtained via fMRI (functional magnetic resonance imaging)” Source: https://pa.ag/3ZBaHvG Reconstructing visual experiences from human brain activity offers a unique way to understand how the brain represents the world, and to interpret the connection between computer vision models and our visual system.
  10. 50% of AI researchers believe there’s a 10% or greater

    chance that humans will go extinct from our inability to control AI. Source: https://pa.ag/41VW8DV
  11. A bit like… catching a flight when 50% of engineers

    think there's a 10% chance that everyone on it will die. Would you get on the plane? Source: https://pa.ag/42hDGWm
  12. pa.ag @peakaceag 22 Voice- & face cloning is already very

    much possible Granted, it’s not perfect just yet, but it’ll do the trick. Solutions such as ElevenLabs.io or frameworks such as DeepFaceLab are available for free/at-minimum cost, to everybody: Source: https://pa.ag/3mIlAgF Good afternoon, everybody, this is President Obama speaking! My dear friend Bastian asked me to say hello. De-age the face Replace the head
  13. pa.ag @peakaceag 23 AI-powered scam caused $622k fraud In China,

    AI-powered face-swapping was used to impersonate a friend during a live video call; the scammers received a transfer of 4.3 million Yuan: Source: https://pa.ag/3WH8wpz
  14. pa.ag @peakaceag 24 AI-generated image caused a brief stock market

    dip A fake image showing an explosion near the Pentagon was shared by multiple verified Twitter accounts last Monday, causing confusion and a brief dip in the stock market: Source: https://pa.ag/434n6db
  15. pa.ag @peakaceag 27 What is a large language model (good

    at)? Source: https://pa.ag/3ZDGZpE A LLM is a (deep) learning algorithm that can recognize, summarize, translate, predict and generate text and other content based on knowledge gained from massive datasets.
  16. pa.ag @peakaceag 28 This is very important to understand: These

    LLMs don’t “write” anything. They generate text based on the number of parameters used in their training, using content they've encountered before.
  17. pa.ag @peakaceag 29 A timeline of AI and recently released

    (L)LMs Source: https://pa.ag/3Ld7yxv
  18. pa.ag @peakaceag 30 Larger data sets = (usually) better results

    Googles’ MUM uses a text-to-text Transfer Transformer (T5) trained on the Colossal Clean Crawled Corpus (C4), which is significantly larger than BERT's training data Source: https://pa.ag/3EFfRfT (MUM) Basis: Web crawl (220 TB) with approx. 3 billion web pages (BERT) Basis: Wikipedia with approx. 56 million articles VS From a (Google) marketing standpoint it's easy to say that MUM is 10 times smarter than BERT…
  19. pa.ag @peakaceag 31 At least equally important: Training data quality

    “A Comprehensive Analysis of Datasets Used to Train GPT-1, GPT-2, GPT-3, GPT-NeoX- 20B, Megatron-11B, MT-NLG, […]“ Source: https://pa.ag/3UId4KA There are many more... ▪ Megatron-Turing NLG (Microsoft & Nvidia): 530 billion ▪ Pathways Language Model 2 (Google): 540 billion ▪ WuDao 2.0 (Beijing Academy of AI): 1.5 trillion
  20. pa.ag @peakaceag 32 Problems & challenges with using large language

    models Aside from misinformation, offensive content and hallucination, there’s lots more to know: Source: https://pa.ag/3tuOwJ9 Computing power The quality of the results improves as the size of the LLMs increases. Gains are incremental, while costs increase exponentially. Biased training data If biased data is used, the system will likely show the same bias when making decisions in practice. Environmental impact Training a large transformer model produces 5,680% more carbon emissions than one human per year. Static perspectives Large language models are usually trained once and used over long periods of time.
  21. pa.ag @peakaceag 33 A real-world “bias example” from Amazon The

    company developed an AI to help scale recruiting – which didn’t work so well… Source: https://pa.ag/4228GtP Amazon’s computer models were trained to vet applicants by observing patterns in resumes submitted to the company over a 10-year period. Most came from men, a reflection of male dominance across the tech industry. […] In effect, Amazon’s system taught itself that male candidates were preferable. It penalised resumes that included the word “women’s” and downgraded graduates of two all-women’s colleges.
  22. Be very, very mindful of the data you put into

    any of those tools. #confidentiality #dataprotection
  23. pa.ag @peakaceag 39 Overview of AI-based content generation tools Depending

    on your needs and desired outcome, I am sure you’ll find one you like:
  24. e.g., use Jasper helping you to write sales copy (for

    outreach) or content drafts for a blog post, etc. What to use it for?
  25. pa.ag @peakaceag 43 beatoven.ai: Create customisable royalty free music Beatoven.ai

    uses AI music generation to compose unique mood-based music to suit every part of your creative piece, e.g., video (can be drag and dropped while creating): Source: https://pa.ag/3T9xQD4
  26. pa.ag @peakaceag 44 More AI audio & music tools Krisp

    AI: Removes background voices, noises and echo from all your calls Cleanvoice AI: Removes filler sounds, stuttering and mouth sounds from podcasts or audio recordings Podcastle AI: Studio-quality recording, editing, and seamless exporting – in a single web platform soundraw.io: Royalty-free music, AI generated based on mood, genre and length. Descript.com: To write, record, transcribe and edit video and podcasts Soundbite AI: Turn new and existing audio and video content into ready-to- edit social media posts, and summaries.
  27. pa.ag @peakaceag 46 Want to boost personalised interactions with customers?

    Maverick records once but automatically personalises for all, enabling videos at scale. Source: https://pa.ag/3ZSIZdu
  28. pa.ag @peakaceag 47 The Peak Ace team used MURF.ai for

    a cost-effective localisation of video ads assets: Step 1: Transcribe original script and localise into desired language Step 3: Input your localised copy and export script Step 2: Decide on the voice and style you'd like to use Step 4: Add the new script to your video and adjust until it sounds perfect New FR version Our task/challenge: A client wanted to use a video in different regions but didn’t have local employees to voice the scripts. Original DE
  29. pa.ag @peakaceag 49 Gen-2 by Runway in particular looks crazy

    cool: Just look at how it transfers the style of any image or prompt to every frame of a video: Source: https://pa.ag/41WwvTp Source Video Generated Video Driving Image
  30. pa.ag @peakaceag 51 Compose AI: A Chrome extension to make

    you fast(er) A free Chrome extension to automate your writing Source: https://pa.ag/41TToay
  31. pa.ag @peakaceag 52 MailMaestro: Bringing OpenAI LLMs directly to Outlook

    Generate custom emails and responses based on short prompts; create one click email thread summaries including action points for the receiver: Source: https://www.maestrolabs.com
  32. pa.ag @peakaceag 53 Create more, better LinkedIn content with AI

    using Taplio Establishing a personal brand on LinkedIn is a key pillar of growth. Stop wasting endless hours writing your next post and get fresh ideas using Taplio’s content inspiration layer: Source: https://taplio.com
  33. pa.ag @peakaceag 54 ExcelFormulaBot: turn your problem into a formula

    Transform your text instructions into Excel formulas in seconds (yep, I know: ChatGPT can do that as well…) Source: https://pa.ag/3ythYlb
  34. pa.ag @peakaceag 55 Otter.ai for automated meeting notes & summaries

    Your meeting assistant that records audio, writes notes, automatically captures slides, and generates summaries: Source: https://pa.ag/3LhCcWC Word of advice (and caution, again): It's super practical but getting consent to record is important – especially since some services can automatically send meeting summaries by email afterwards! Also, I am not a lawyer.
  35. pa.ag @peakaceag 57 Akkio.com: Grow faster with No-Code ML Create

    custom ML models in minutes – no technical background needed. Just connect with a data source of your choice (e.g., CSV, SQL, BigQ) and you’re go to go: Source: https://pa.ag/3JwknSC
  36. pa.ag @peakaceag 58 Things Peak Ace has done with Akkio

    and their models: 1. Sales forecasting – e.g., understanding when customers are likely to buy. 2. Churn prediction – e.g., finding out which customers are likely to cancel next. 3. Lead scoring – e.g., understanding which sources generate the highest purchase intent.
  37. pa.ag @peakaceag 60 ChatGPT is currently using OpenAI’s GPT-4 model

    Including capabilities for browsing (Bing) as well as plug-in usage Source: https://chat.openai.com/
  38. pa.ag @peakaceag 61 What makes a good prompt and how

    do you structure it? Some tips to create better and more efficient prompts for ChatGPT (h/t Mike King): Source: https://pa.ag/42KbNpH Role Who is ChatGPT creating as? Context What is the situation it is creating for? Instructions What specifically do you want it to do? Format How do you want it to return its response? Examples Samples of the output that you expect. Constraints What should ChatGPT not do?
  39. pa.ag @peakaceag 62 ChatGPT combined with AIPRM (prompt mgmt. plug-in)

    Access a curated selection of ChatGPT prompts specifically designed for SEOs, marketers, sales, support, copywriting and more : Source: https://aiprm.com/
  40. pa.ag @peakaceag 63 ChatGPT browsing mode using Bing search: Essentially,

    OpenAI uses Bing search to enrich output based on automatically generated queries taken from the original ChatGPT prompt:
  41. pa.ag @peakaceag 64 ChatGPT plug-ins for more productivity/efficiency e.g., LinkReader

    allows direct interaction with PDFs, Word documents, etc.
  42. pa.ag @peakaceag 67 The "new Bing" – Microsoft going all-in

    on AI in search Bings’ integration of OpenAI’s LLM into its search engine kicked-off a whole series of changes for search in general (some changes are still to come):
  43. pa.ag @peakaceag 68 It’s still early days, but initial ad

    integrations are available How will targeting work? What’s the model? How about bidding? So many questions … Source: https://pa.ag/3Ngtk4C
  44. pa.ag @peakaceag 69 Naturally, Google has something brewing as well…

    Meet Google Bard (which is not officially available in Europe just yet…) Source: https://bard.google.com/ Just use a VPN service of your liking and set your IP origin to the US, or Switzerland even.
  45. pa.ag @peakaceag 70 Google‘s Search Generative Experience (SGE) Join the

    waitlist (if you’re not already on it): g.co/Labs (US IP/VPN needed) Source: https://pa.ag/433w36x
  46. Your marketing team needs to be thinking about adapting their

    SEO strategy, as obtaining organic traffic is likely to get much more difficult in the future. Why should you care?
  47. Organic search results will change, but so will ad creation

    and the integration of ads into the search results. Google to introduce generative AI for ads as well
  48. pa.ag @peakaceag 76 Meanwhile… automated RSAs based on OpenAI’s API

    Leverage OpenAI’s API to use the maximum number of Google responsive search ads assets and, in turn, boost your paid search campaigns: Source: https://pa.ag/40GipUM & https://pa.ag/3phXv1B Another interesting idea:
  49. Built from the ground up with true multimodality, high efficiency

    in using external tools/APIs, memory capabilities, etc. Google also is working on a brand-new model: Gemini
  50. A multimodal AI can ingest knowledge/input from multiple sources (e.g.,

    text, audio, video, gesture, …) and utilise it to solve tasks involving any modality Multimodality?
  51. pa.ag @peakaceag 80 Amazon entering the game with impressive initial

    results And their very own (pretty horrible) on-site search will most likely undergo a full makeover as well: Source: https://pa.ag/3Fl5ZKe & https://pa.ag/3WUrTfb Amazon has released a new LM that outperforms GPT-3.5 on ScienceQA by 16 percentage points, or with 75.1% to 91.6% accuracy
  52. pa.ag @peakaceag 81 Microsoft to broadly roll-out their MS365 Copilot

    This isn't strictly a topic for growth, but "interacting with AI“ will soon be part of your daily (work) activities – and you might not even know it: Sources: https://pa.ag/3ASowLb & https://pa.ag/43z5tC0 Invoking Windows Copilot is easy – the button is front and center on your taskbar – simple to find and use. Once open, the Windows Copilot side bar stays consistent across your apps, programs and windows, always available to act as your personal assistant.
  53. Shifting towards models which only use the most relevant subset

    of their parameters vs. running through every single one > Massive sparse expert models New LLM architecture?
  54. pa.ag @peakaceag 85 Planning for Artificial General Intelligence and beyond

    “As our systems get closer to AGI, we are becoming increasingly cautious with the creation and deployment of our models.” Source: https://pa.ag/3mxjSOU The first AGI will be just a point along the continuum of intelligence. We think it’s likely that progress will continue from there […] If this is true, the world could become extremely different from how it is today, and the risks could be extraordinary. A misaligned super intelligent AGI could cause grievous harm to the world; an autocratic regime with a decisive superintelligence lead could do that too.
  55. pa.ag @peakaceag 86 The best part of this OpenAI post

    though? Source: https://pa.ag/3mxjSOU Successfully transitioning to a world with superintelligence is perhaps the most important— and hopeful, and scary—project in human history. Success is far from guaranteed, and the stakes (boundless downside and boundless upside) will hopefully unite all of us.
  56. pa.ag @peakaceag 88 Meanwhile: World’s first AI-flown fighter jet can

    dogfight In a joint project between DARPA and the US Air Force, a special aircraft called the X-62 Vista became the first tactical aircraft to be piloted by AI: Source: https://pa.ag/3JtRtlS The jet was under the control of one of four different AI algorithms at any given time during the tests. […] This included dogfighting in simulated combat missions, as well as takeoffs and landings