NER: Extracting Entities from Documents with AI
Turn company names, dates and locations in documents into verifiable information: NER, OCR, normalisation, evaluation and controlled CRM integration.
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Turn company names, dates and locations in documents into verifiable information: NER, OCR, normalisation, evaluation and controlled CRM integration.
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How to analyse reviews and messages with AI: polarity, aspects, language, evaluation and dashboards. Clear examples, illustrative calculations and outcome checks.
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Understand AI alignment and its business application: verifiable objectives, access boundaries, approvals, evaluation and operational monitoring.
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Understand narrow AI, general AI and superintelligence. Distinguish generality, performance and autonomy with diagrams and business evaluation criteria.
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How deep learning works: layers, training and inference. Business examples, pretrained models, data, computing resources and application evaluation.
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Choose the right machine learning approach: labels, groups or rewards. Business examples, diagrams, evaluation and practical data preparation.
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Prepare employees to use AI: permitted data, clear requests, output verification, approvals and practical role-based training exercises.
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Use AI in marketing for content, segmentation, leads and campaigns. Approval workflows, practical examples, costs and business measurement explained.
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Understand reflex, stateful, goal-based, utility-based and learning agents. LLM architectures, multi-agent systems, MCP, A2A and business approvals.
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Compare generative AI, discriminative models and predictions. Business examples, diagrams, data requirements and evaluation for generation and estimation.
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Choose a small language model by task, memory, latency, hosting and total operating cost. Practical SLM vs LLM examples, diagrams and evaluation criteria.
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Choose prompt engineering, RAG or fine-tuning by data needs, behaviour, evaluation and operating cost. Practical diagrams and examples for business AI.
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How NLP turns business emails and documents into useful data. Explore classification, extraction, search and summarisation with practical diagrams and evaluation.
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Understand AI context windows, document and response budgets, memory, RAG and compaction. Practical diagrams and tests for reliable business applications.
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The dsh-superagent research prototype coordinates authorized GitHub tasks, separate work sessions and reviewable results. Its public code is MIT-licensed.
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Understand AI tokens, input and output costs, caching, context windows and API limits. Practical calculations, diagrams and controls for business applications.
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What is an LLM and how does it work? Understand tokens, training, context, document retrieval and tools through diagrams and practical business examples.
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AI, machine learning and deep learning explained through clear diagrams, business examples and practical criteria for choosing the right approach.
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Understand machine learning, generative AI, LLMs and AI agents. Clear classifications, diagrams and business examples for choosing an AI application.
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Google makes Computer Use generally available in Interactions and GenerateContent. Applications execute agents' screen actions with safety and confirmation controls.
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TikTok's Brand Safety Center brings together ad adjacency, reputation and AI transparency resources. Campaign controls remain in Ads Manager.
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The MCP plugin is available with company rules and permissions. Codex, cybersecurity and voice assessments have separate schedules in 2027.
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Meta's new architecture brings ad retrieval and scoring onto a GPU, reporting over one billion evaluations per second for the production pipeline.
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The proposed robots.txt signal retains existing controls. Google targets early 2027, while OpenAI plans implementation in the coming months.
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