Is It a Bird? Creating a Bird Classifier in Minutes with Deep Learning 🐦
Author(s): Souradip Pal Originally published on Towards AI. From “Impossible” to “Easy” — Build Your Own Image Classifier in Just a Few Steps! This member-only story is on us. Upgrade to access all of Medium. Imagine if you could build a computer …
Exploring DNA Classification with Next-Generation Sequencing (NGS) and Machine Learning
Author(s): Souradip Pal Originally published on Towards AI. Unlocking insights into DNA sequences using machine learning and bioinformatics techniques. This member-only story is on us. Upgrade to access all of Medium. DNA is often described as the blueprint of life, encoding the …
Classifying Rice With PyTorch: A Step-by-Step Guide
Author(s): Souradip Pal Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. In the fast-paced world of agriculture, being able to classify different rice varieties quickly and accurately can be a game-changer. But how …
Decoding Emotions: Sentiment Analysis with BERT
Author(s): Souradip Pal Originally published on Towards AI. Dive into the world of NLP and learn how to analyze emotions in text with a few lines of code! This member-only story is on us. Upgrade to access all of Medium. Imagine you’re …
Build Your First ANN Model Under 10 Minutes
Author(s): Souradip Pal Originally published on Towards AI. A simple model trained on the Customer Churn Dataset This member-only story is on us. Upgrade to access all of Medium. Ever wondered why customers leave a service or product? This “churn” can be …
Getting Started with AgentOps: A Quick Setup Guide
Author(s): Souradip Pal Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Imagine you’re the captain of a high-tech ship, with intelligent agents ready to work for you — each agent skilled at analyzing …
8 Top Open-Source Large Language Models for 2024 and Their Game-Changing Uses
Author(s): Souradip Pal Originally published on Towards AI. You should keep an eye on them (as your job might be in danger) This member-only story is on us. Upgrade to access all of Medium. The AI revolution is in full swing, and …
How Transformers Revolutionized Large Language Models: A Story of Attention and Efficiency
Author(s): Souradip Pal Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. The world of artificial intelligence (AI) has made remarkable strides in recent years, particularly in understanding human language. At the heart of …
Understanding Bias and Variance: Navigating Machine Learning Model Complexity
Author(s): Souradip Pal Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Imagine you’re preparing to build a model that can predict the future, maybe something like guessing the weather for tomorrow. Sounds easy, …
Data Scrubbing: How Cleaning Your Data Can Shape Better Machine Learning Models
Author(s): Souradip Pal Originally published on Towards AI. Discover the importance of data scrubbing, how it refines datasets, and the techniques to prepare data for machine learning, including feature selection, row compression, and one-hot encoding. This member-only story is on us. Upgrade …
Create a Smart Resume Builder with Python and GPT-4: Step-by-Step Tutorial
Author(s): Souradip Pal Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Image generated by Dall-E Imagine you’re applying for your dream job and want a perfectly tailored resume to catch the recruiter’s eye. …
Voting Ensembles in Machine Learning: Making Predictions Stronger Together
Author(s): Souradip Pal Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Imagine you’re part of a group trying to make an important decision. Some members have more experience in certain areas, while others …
A Data Scientist’s Guide to Ensemble Learning: Techniques, Benefits, and Code
Author(s): Souradip Pal Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Imagine you’re trying to guess how many jelly beans are in a jar. You ask five people individually, and their answers vary …
Understanding Gradient Boosting for Classification: A Practical Approach
Author(s): Souradip Pal Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Imagine you’re tasked with predicting whether students with varying CGPA and IQ levels get placed in a job or not. Now, you’ve …
Understanding the Math Behind Gradient Boosting: A Step-by-Step Guide
Author(s): Souradip Pal Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Imagine you’re trying to predict housing prices based on various factors, such as location, size, or the number of bedrooms. The challenge? …
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