ML isn’t magic — it’s a workflow. 1. understand data 2. choose right algorithm 3. train 4. test 5. optimize 6. deploy + monitor + retrain The winners are the teams who run this loop consistently. #MachineLearning #AI #DataScience #MLops
@ingliguori
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AI Success: 8-Step Process for Real Machine Learning Value
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AI isn’t magic. It’s a process. 8 steps:
define problem
collect/prepare data
choose model
train
evaluate
fine-tune
deploy
ensure ethics & safety Real value comes from running this loop well. #AI #MachineLearning #DataScience #ResponsibleAI -
25 Killer AI Tools Across the Stack for Every Need
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25 killer AI tools across the stack Bots: ChatGPT, Claude, Bard/Gemini, Bing AI Video: Runway, HeyGen, Veed, Pictory Images: Midjourney, DALL-E 3, Leonardo, Firefly Slides: Tome, http://
Slides.ai, Decktopus, http://
Beautiful.ai Productivity: Taskade, -
AI Tools Reach Massive Scale: ChatGPT Leads with 4.7B Monthly Visits
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AI tool usage at scale is here. ChatGPT: 4.7B monthly visits (Jan 2025)
Canva: 887M
Google Translate: 595M
DeepSeek: 268M (massive surge) http://
Character.AI: 226M
Perplexity: 133M
Gemini: 118M
Claude: 105M AI isn’t a trend anymore — it’s infrastructure. What’s your #1 -
9 AI Skills That Will Matter in 2026 Beyond ChatGPT
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9 AI skills that will actually matter in 2026
(not just “use ChatGPT”) Prompt engineering RAG pipelines Agentic workflows Fine-tuning & distillation LLM evaluation & red-teaming Cost & latency optimization Tool calling + function calling Multimodal -
AI Exceeds Humans in Technical Tasks, Humans Lead in Multimodal Reasoning
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AI now exceeds human performance in most technical tasks — but humans still lead in multimodal reasoning The next frontier isn’t about replacing humans, but amplifying how we think across data, images & language. Source: Stanford AI Index 2025
#AI #Innovation #FutureOfWork -
Enterprise Transformation: Agentic AI and MCP for Sustainable Growth
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The Future of Enterprise Transformation Starts Now Harnessing Agentic AI and Model Context Protocol (MCP) for Sustainable Growth Businesses are entering a new era driven by autonomy, security, and intelligent adaptability. Agentic AI and MCP are redefining how
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XPENG’s IRON Robot Breaks Uncanny Valley with Silicone Skin
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They SLICED OPEN a "human" on stage… and IT WALKED AWAY. XPENG's IRON robot just shattered the uncanny valley—silicone skin, fluid steps, zero humans inside.
— Giuliano Liguori (@ingliguori) 17 décembre 2025
Sci-fi is NOW. But is this the future we want? Creepy genius or dystopian nightmare? Watch & tell me: Real robot or… pic.twitter.com/PLgs3KEbkOThey SLICED OPEN a "human" on stage… and IT WALKED AWAY. XPENG's IRON robot just shattered the uncanny valley—silicone skin, fluid steps, zero humans inside. Sci-fi is NOW. But is this the future we want? Creepy genius or dystopian nightmare? Watch & tell me: Real robot or
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20 Must-Try AI Tools for 2025: Complete Stack Guide
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20 must-try AI tools for 2025. This stack covers everything: chat & reasoning image gen video gen voice/music AI search automation AI agents My top 3 right now: ChatGPT, Perplexity, Midjourney. What are yours? #AI #AITools #GenerativeAI #Automation
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Generative AI Tech Stack Framework for Autonomous Agents
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The Generative AI ecosystem is evolving into a full tech stack — powering autonomous AI agents.
From infrastructure and LLMs to RAG pipelines, agent behaviors and orchestration layers, this framework shows the 6 layers driving next-gen AI systems. Credit: @goyalshalini #AI