Schovia articles

Concise AI explainers and trusted AI commentary.

Start with a Schovia explainer when you want a compact lesson, or browse Dr. Nisha Talagala's Forbes writing for leadership-level perspective on AI strategy, literacy, data, MLOps, education, and workforce change.

Machine learning XGBoost, explained without the fog How boosting builds trees sequentially, fixes residual errors, and controls overfitting with learning rate, depth, gamma, and regularization. Read Computer vision How CNNs learn to see images Why convolutional neural networks scan local pixels with filters, build feature maps, and learn visual patterns from edges to objects. Read LLM basics What large language models actually are A plain-English guide to parameters, training data, transformers, next-token prediction, base models, chat models, and code models. Read Transformers Why attention changed modern AI How encoders, decoders, positional encoding, multi-head attention, and parallel processing made transformers a turning point. Read Enterprise AI How enterprises evaluate LLMs How HELM, MT-Bench, MMLU, BIG-bench, and TruthfulQA help teams compare LLMs by accuracy, usefulness, reasoning, robustness, and truthfulness. Read AI search Why embeddings improve search How embeddings move search from word overlap to meaning, and why that matters for retrieval, RAG, and enterprise knowledge systems. Read

Forbes articles

Forbes writing by Dr. Nisha Talagala

Explore 81 Forbes articles by Schovia CEO Dr. Nisha Talagala on AI strategy, AI literacy, MLOps, data, education, workforce change, and enterprise adoption.

Are Tokens The New Currency? A Primer For Business Read on Forbes AI World Models: What Are They And Why Should You Care Read on Forbes 5 Vibe Coding Metrics For Business Success Read on Forbes When CEOs Write Code: 5 Implications For Business Read on Forbes Is The Post-PC Era Finally Here? How AI Has Changed Computer Use Read on Forbes How To Become AI Native In 2026 Read on Forbes What Is Your AI Force Multiplier? Assessing AI Skills And Their Value Read on Forbes When AI Does Math: Why Businesses Should Care Read on Forbes 5 Directions For K12 Coding In The AI Era Read on Forbes Frontier Careers: Where Will New AI Jobs Be? Read on Forbes The Three Stages Of AI Impact On Jobs: What Employees Should Know Read on Forbes The 4 Cs Of AI Fluency: Preparing For The Jobs Of The Future Read on Forbes Why Sycophantic AIs Exist And Why You Should Care Read on Forbes Long Before AGI, These Three AI Milestones Will Challenge You Read on Forbes Beyond Content: Three Ways AI Is Changing Online Marketing Read on Forbes What Is Vibe Coding? And Why Should You Care? Read on Forbes Why Unlearning Is Hard For AI, And Why Your Business Should Care Read on Forbes The Two Jobs Of The AI Future Read on Forbes 3 AI Myths That 2025 Will Debunk Read on Forbes Is Your Organization AI-Native? Read on Forbes Five AI Trends To Expect In 2025: Beyond ChatGPT And Friends Read on Forbes Coding Education With AI: Can English Teachers Show The Way? Read on Forbes How AI Will (or Should) Change Computer Science Education Read on Forbes Have Fresh Graduate Tech Jobs Become A Casualty Of AI? Read on Forbes California’s New AI Laws - What You Should Know Read on Forbes Does AI Require A Data Strategy To Come First? A Business Viewpoint Read on Forbes The New Data Economy: What Your Business Should Know Read on Forbes The Stanford AI Index 2024: 5 Takeaways For Business Read on Forbes Future AI Workforce, Are You A Consumer Or Creator? Read on Forbes Learning AI - Why You Should Jump On The Moving Train Read on Forbes Elon Musk’s OpenAI Lawsuit Sparks Questions About GenAI And AGI Read on Forbes What Should We Expect From AI In 2024? Read on Forbes Top AI Developments of 2023 Read on Forbes The AI Literacy Act - What Is It And Why Should You Care? Read on Forbes The OpenAI Drama: What Is AGI And Why Should You Care? Read on Forbes What New Business Models Will AI Create Next? Read on Forbes How ChatGPT Is Changing Education - Guidance From UNESCO And OpenAI Read on Forbes LLMOps: MLOps Meets ChatGPT - What Enterprises Should Know Read on Forbes The AI Engineer: Myth, Unicorn, Or New Normal? Read on Forbes AI Ethics In The Age Of ChatGPT - What Businesses Need To Know Read on Forbes Is Coding Education As We Know It Dead? Read on Forbes The 7 P’s To Prosperity In A ChatGPT Powered Workplace Read on Forbes The Need For AI Literacy - Two Analogies Read on Forbes Using ChatGPT Safely: The Legal Implications Read on Forbes ChatGPT: Is SEO - As We Know It - Dead? Read on Forbes ChatGPT And The Changing Art Of Personalization Read on Forbes The Three E’s Of Problem Solving: Core Skills In The Age Of ChatGPT Read on Forbes ChatGPT And Reimagining Human Intelligence Read on Forbes Why 2023 Will Be The Year Of AI Education Read on Forbes The Rise Of Data: Benefits And Challenges To Your Business Read on Forbes AI And Data Science - What Is The Difference? Read on Forbes The AI Bill Of Rights - A Technology Perspective Read on Forbes AI Ethics: Why You Should Care Read on Forbes AIs That Create: The Good, The Bad And The Ugly Read on Forbes The AI Act: Three Things To Know About AI Regulation Worldwide Read on Forbes AI Ethics: What It Is And Why It Matters Read on Forbes Self-Supervised Learning - The New AI Frontier Read on Forbes AI Literacy For Finance Professionals - Three Things You Need To Know Read on Forbes AI And DEI - A Match Made In K12 Heaven? Read on Forbes Data as The New Oil Is Not Enough: Four Principles For Avoiding Data Fires Read on Forbes The Rise Of The AI-Enabled Practitioner Read on Forbes Where Is Coding Headed? 7 Trends For 2022 And Beyond Read on Forbes AI Trends For 2022 - How Will AI Affect You? Read on Forbes Can AI Be An Inventor? Read on Forbes Will AI Make Coding Obsolete? Read on Forbes Google Built A Trillion Parameter AI Model. 7 Things You Should Know Read on Forbes Don't Worry About The AI Singularity: The Tipping Point Is Already Here Read on Forbes AI For Business: Myths And Realities Read on Forbes Move Over Artificial Intelligence, There Is A New AI In Town Read on Forbes The Four Cs Of AI Literacy: Building The Workforce Of The Future Read on Forbes AI And EdTech: A Match Made In Heaven? Read on Forbes Artificial Intelligence In 2021: Five Trends You May (or May Not) Expect Read on Forbes How COVID-19 Broke AI, And Why AI May Break Again Read on Forbes The Latest In ML Ops - 5 Evolutions of Production ML Read on Forbes AI And Girls: Not Repeating The Past Read on Forbes The Full Stack Data Scientist: Myth, Unicorn, or New Normal? Read on Forbes Five Trends In Machine Learning Ops: Takeaways From The First Operational ML Conference Read on Forbes Managing Bias In AI: What Should Businesses Do? Read on Forbes Hiring A Data Scientist: The Good, The Bad And The Ugly Read on Forbes Should My Child Be Polite To Alexa? Navigating The Complex World Of Human-AI Interaction Read on Forbes ML Integrity: Four Production Pillars For Trustworthy AI Read on Forbes
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