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RRishikantrishiii2.hashnode.dev9h ago · 6 min read

The Great Stabilizer: Batch Normalization and the Magic of Transfer Learning

By using He Initialization and the Adam Optimizer, we have built neural networks that are mathematically stable and incredibly fast. But there is still a massive underlying problem with deep networks.

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RRishikantrishiii2.hashnode.dev1d ago · 6 min read

From Hardware to Edge AI: My Journey with the NVIDIA Jetson Nano

Have you ever wondered how autonomous robots "see" the world, or how a camera can instantly recognize your face without relying on an internet connection? The answer lies in Edge AI—running artificial

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AAAbstract Algorithmsabstractalgorithms.devApr 18 · 28 min read

Transfer Learning Explained: Standing on the Shoulders of Pretrained Models

TLDR: You don't need millions of labeled images or months of GPU time to build a great model. Transfer learning lets you borrow a pretrained network's hard-won feature detectors, plug in a new output

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NNomidlnomidl.hashnode.devFeb 25 · 7 min read

A Practical Guide to Using Transfer Learning in Machine Learning Projects

Training a machine learning model from scratch sounds exciting — until you realize how much data, time, and computing power it actually requires. Large neural networks often need millions of samples a

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PNPriyank naikpriyankblogs.hashnode.devDec 3, 2025 · 8 min read

How I Improved My Brain Tumor Detection Model Using Transfer Learning and Optuna

Brain Tumor Detection is one of the most popular deep learning problems. I had already worked on this task earlier using basic preprocessing and transfer learning. At that time, my pipeline was simple. I used contour detection to crop only the tumor ...

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AKArun Kumarimportarun-dl.hashnode.devNov 1, 2025 · 7 min read

Zero to Neuron Series 4: Teaching an Old AI New Tricks (The Magic of Fine-Tuning & LoRA)

Welcome back, data adventurers! In our last post, we unlocked the superpower of Transfer Learning. We took a pre-trained "expert" model (MobileNetV2), froze its brain, and just trained a new "head" to classify cats vs. dogs. It was fast, easy, and ga...

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AKArun Kumarimportarun-dl.hashnode.devOct 4, 2025 · 8 min read

Zero to Neuron Series 3: Feature Extraction - The Art of Borrowing AI's Brain

Welcome back, fellow data adventurers! So far in our "From Zero to Neuron" series, you've built neural networks to classify handwritten digits and predict house prices. You've seen the raw power of these models when trained from scratch. But here’s a...

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PBPronod Bharatiyadata-intelligence.hashnode.devMay 25, 2025 · 45 min read

Elevating NLP: Fine-Tuning Large Language Models for Specific Applications

Introduction to LLM Fine-Tuning Large Language Models are revolutionizing AI, but their real magic happens with fine-tuning. This isn't just about making models bigger; it's about making them smarter, faster, and perfectly aligned with the specific n...

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GSGADDAM SAI BHARATH CHANDRA REDDYbharathgaddam.hashnode.devApr 7, 2025 · 4 min read

✨ Transfer Learning with BERT for Text Classification

🔍 Introduction In this blog, we’ll walk through a full pipeline for applying transfer learning using BERT (Bidirectional Encoder Representations from Transformers) to a text classification task. We'll use the Hugging Face Transformers library along ...

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YMYash Mainideep-learning-for-breast-cancer.hashnode.devMar 18, 2025 · 8 min read

Discover AI's Role in Breast Cancer Detection: Deep and Transfer Learning Achieves 98.46% Accuracy

7 min read | Published at IEEE ICAIQSA 2024 TL;DR 📋 Enhanced ResNet-50 model achieving 98.46% accuracy on breast tumor classification from ultrasound images Outperformed AlexNet, GoogleNet, and VGG by 6-16% Used Bayesian Optimization + Population-B...

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#transfer-learning

Explore Hashnode

Trending tags this week

The Great Stabilizer: Batch Normalization and the Magic of Transfer Learning

From Hardware to Edge AI: My Journey with the NVIDIA Jetson Nano

Transfer Learning Explained: Standing on the Shoulders of Pretrained Models

A Practical Guide to Using Transfer Learning in Machine Learning Projects

How I Improved My Brain Tumor Detection Model Using Transfer Learning and Optuna

Zero to Neuron Series 4: Teaching an Old AI New Tricks (The Magic of Fine-Tuning & LoRA)

Zero to Neuron Series 3: Feature Extraction - The Art of Borrowing AI's Brain

Elevating NLP: Fine-Tuning Large Language Models for Specific Applications

✨ Transfer Learning with BERT for Text Classification

Discover AI's Role in Breast Cancer Detection: Deep and Transfer Learning Achieves 98.46% Accuracy