ATAPIVerve Teaminapiverve.hashnode.devWhy Your Sentiment Analysis Is WrongThe marketing team is excited. They just added sentiment analysis to the customer feedback pipeline. Every review, survey response, and support ticket now gets a sentiment score. Red is negative. Green is positive. A dashboard shows the company's ove...1d ago·8 min read
MBMedtalks By Medraysinmedtalksbymedrays.hashnode.devTurning Doctor Notes into AI-Ready DataDoctors write millions of clinical notes every day. These notes include symptoms, diagnoses, treatments, and follow-ups. They capture details that rarely appear in lab reports or billing codes. But mo2d ago·4 min read
PPranav_Guptajiinnlpguide.hashnode.devDeep Learning for Natural Language Processing (NLP)Introduction Natural Language Processing (NLP) is one of the most exciting fields in artificial intelligence. From chatbots and virtual assistants to sentiment analysis and language translation, NLP p2d ago·5 min read
AZAyomide Zaccheausinpapizee.hashnode.devWhen the Machine Finds Patterns You Didn't Tell It to Look ForThis is Week 19 of my data science journey, the week I stopped telling the algorithm what to find and started letting it discover patterns on its own. If you've been following since Week 18, welcome b4d ago·13 min read
AFAbdullah Farhaninabdullahsafwi.hashnode.devThe Math Behind Next-Word Prediction: N-grams & Laplace SmoothingIn Natural Language Processing (NLP), a Language Model (LM) is a probabilistic tool that predicts the next word in a sequence. From Google’s autocomplete to sophisticated chatbots, LMs are the silent 6d ago·3 min read
OOgagainbuildingwithai.hashnode.devHow I Built a 91.4% Accurate Sentiment Classifier from 238K ReviewsA beginner's honest account of building an end-to-end NLP pipeline — from data collection to a deployed Streamlit app.---I didn't come from a computer science background. My degrees (M.Sc & B.Eng) are in chemical engineering. But I understand that th...Feb 18·8 min read
MMMary Mbaomainomarrrz-lounge.hashnode.devPrompt Engineering: from a DevOps PerspectivePrompting LLMs has become an integral part of our day as engineers. Knowing how to punch in the right prompts to get a satisfactory response is in itself a crucial skill to have, especially for the oldheads and an additional skill for newbies. In thi...Feb 15·2 min read
ZNZikani Nyirenda Mwaseincode.zikani.meMachine Learning based SPAM detection using ONNX in JavaIn this article I go over how I implemented a Spring Boot API for Spam Detection using an advanced anti-spam model from the Hugging Face onnx-community and Microsoft’s ONNX Runtime for Java. We will package the API up as a Docker image which we can r...Feb 8·6 min read
HHarshavardhananinblog.pragmaticbyharsh.comHow Tokenization Works: BPE and the Algorithm Behind Your LLMEvery time you send a message to GPT-4 or Claude, an algorithm from 1994 decides how much you'll pay. That algorithm is Byte Pair Encoding — BPE for short. It's not glamorous, but it's running under the hood of nearly every modern LLM. Once you under...Feb 3·9 min read
FOFolami Oluwapelumiinsupergirlp.hashnode.devFrom Beginner to AI Engineer: A Practical RoadmapMost learning structures will say learn Python, study machine learning, build models and optimize the result, that was my structure when I started. PS - I have restarted learning AI/ML several times with no proper structure just the ones stated above...Feb 2·4 min read