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19 Free Data Science Courses by Harvard and IBM

Analytics Vidhya

Introduction Data science is a rapidly growing tech field that’s transforming business decision-making. To break into this field, you need the right skills. Fortunately, top institutions like Harvard and IBM offer free online courses. These courses cover everything from basic programming to advanced machine learning. In this article, we’ve listed some of the best free […] The post 19 Free Data Science Courses by Harvard and IBM appeared first on Analytics Vidhya.

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Corrective RAG (CRAG) in Action

Analytics Vidhya

Retrieval-Augmented Generation is a technique that enhances the capabilities of large language models by integrating information retrieval processes into their operation. This approach allows LLMs to pull in relevant data from external knowledge bases, ensuring that the responses generated are more accurate, up-to-date, and contextually relevant. Corrective RAG (CRAG) is an advanced strategy within the […] The post Corrective RAG (CRAG) in Action appeared first on Analytics Vidhya.

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Zero-shot Object Detection Using Grounding DINO Base

Analytics Vidhya

Detecting objects in an image requires some accuracy, especially when the image does not only take a box-like shape for easy detection. However, numerous models have provided solutions with state-of-the-art performance in object detection. Zero-shot object detection with the Grounding DINO base is another efficient model that allows you to scan through out-of-box images.

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Guide to Securing API Keys in Google Colab

Analytics Vidhya

Working with APIs in Google Colab is a common practice for data scientists, researchers, and developers. However, handling API keys, which are essentially passwords granting access to these services, requires careful consideration. Directly embedding API keys in your code or storing them as plain environment variables within your Colab notebooks poses significant security risks.

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Using Maskformer for Images With Overlapping Objects

Analytics Vidhya

Image segmentation is another popular computer vision task that has applications with different models. Its usefulness across different industries and fields has allowed for more research and improvements. Maskformer is part of another revolution of image segmentation, using its mask attention mechanism to detect objects that overlap their bounding boxes.

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I Tried AISuite by AndrewNg, and It is GREAT!

Analytics Vidhya

Andrew Ng recently released AISuite, an open-source Python package designed to streamline the use of large language models (LLMs) across multiple providers. This innovative tool simplifies the complexities of working with diverse LLMs by allowing seamless switching between models with a simple “provider:model” string. By significantly reducing integration overhead, AISuite enhances flexibility and accelerates application […] The post I Tried AISuite by AndrewNg, and It is GREAT

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What is a Bernoulli Distribution?

Analytics Vidhya

A key idea in data science and statistics is the Bernoulli distribution, named for the Swiss mathematician Jacob Bernoulli. It is crucial to probability theory and a foundational element for more intricate statistical models, ranging from machine learning algorithms to customer behaviour prediction. In this article, we will discuss the Bernoulli distribution in detail.