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AI-ML-DS With Python

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Sequential vs Functional API in Keras

Last Updated: 26 June 2025

Keras provides two main ways to build deep learning models: the Sequential API and the Functional API. Both are part of the Keras high-level API, but they differ in terms ...read more

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AI-ML-DS With Python

Adaptive Optimization in ML

Last Updated: 28 June 2025

Adaptive Optimization in Machine Learning is a set of techniques that automatically adjust the learning rate during training. Unlike traditional methods like basic SGD tha...read more

Machine Learning

AI-ML-DS With Python

Variational Inference in Bayesian Neural Networks

Last Updated: 30 June 2025

Bayesian Neural Networks (BNNs) extend traditional neural networks by treating weights asprobability distributionsrather than fixed values. This approach quantifies uncert...read more

AI-ML-DS With Python

Tree of Thought (ToT) prompting

Last Updated: 02 July 2025

Tree of Thought (ToT) promptingis a sophisticated prompt engineering technique for large language models (LLMs) that structures the reasoning process as a branching tree, ...read more

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Artificial Intelligence

AI-ML-DS With Python

Fully Sharded Data Parallel (FSDP)

Last Updated: 02 July 2025

Fully Sharded Data Parallel (FSDP) is a distributed training approach designed to efficiently train very large neural network models across multiple GPUs or nodes byshardi...read more

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AI-ML-DS With Python

Implementing Neural Style Transfer using PyTorch

Last Updated: 02 July 2025

Neural Style Transfer (NST) is a Deep Learning Technique that blends two images, a content image and a style image to produce a new image that retains the content of the f...read more

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AI-ML-DS With Python

Introduction to Pyro

Last Updated: 01 July 2025

Pyro is an open source probabilistic programming library built on PyTorch. Pyro lets you define complex probabilistic models using Python code, combine them with deep lear...read more

AI-ML-DS With Python

Feature Engineering for XGBoost Models

Last Updated: 01 July 2025

Feature engineering is the process of transforming raw data into meaningful features that better represent the underlying problem to predictive models, resulting in improv...read more

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Machine Learning

AI-ML-DS With Python

Semantic Analysis with NLTK

Last Updated: 02 July 2025

Semantic Analysis in NLP is the process of extracting meaning from text beyond just the words themselves. While syntax focuses on structure semantics helps machines unders...read more

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AI-ML-DS With Python

Dependency Parsing with NLTK

Last Updated: 02 July 2025

Dependency parsing is a way to understand how words in a sentence are connected. It finds which words depend on others. In NLTK, there is no built in full dependency parse...read more

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AI-ML-DS With Python

Adversarial prompting

Last Updated: 02 July 2025

Adversarial promptingis the practice of crafting prompts that intentionally exploit vulnerabilities in large language models (LLMs) to make them produce undesirable, harmf...read more

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Artificial Intelligence

AI-ML-DS With Python

What is Text Classification?

Last Updated: 03 July 2025

Text Classification is the process of assigning predefined categories or labels to text data. It is a core task in Natural Language Processing (NLP) used in applications l...read more

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AI-ML-DS With Python

Using Keras to Build Custom Object Detection Models

Last Updated: 05 July 2025

Building custom object detection models using Keras (specifically with KerasCV, an extension for Computer Vision tasks) is a powerful way to detect and localize objects in...read more

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Computer Vision

AI-ML-DS With Python

Prompt prefixing

Last Updated: 09 July 2025

Prompt prefixingis a prompt engineering technique where specific phrases or instructions are placed at the beginning of a prompt toguide an AI model’s behavior, set the co...read more

Artificial Intelligence

AI-ML-DS With Python

Counterfactual Prompting

Last Updated: 09 July 2025

Counterfactual promptingis a prompt engineering technique that involves asking an AI model to consider "what if" scenarios hypothetical alternatives to actual events or fa...read more

Artificial Intelligence

AI-ML-DS With Python

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