Ravi

Ravi

Ravi has built and deployed machine learning and deep learning models, from image classification to time-series forecasting, across the full pipeline from data cleaning to production monitoring. He understands the gap between notebook performance and real-world reliability. He tests new architectures before writing, helping learners grasp the mechanics behind ML systems, not just run pre-built code.

61 Articles

data scientist vs machine learning engineer
By Ravi | August 12th, 2026

Machine Learning Engineer Vs Data Scientist

Many individuals find themselves being a bit confused between data scientist vs machine learning engineer. This is because these are two exceptionally imperative roles that many organizations..

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mlops best practices
By Ravi | August 12th, 2026

Best Practices for Implementing MLOps

Well, you all know the about how modern generation technologies are becoming more and more popular each passing day. Right from IoT (Internet of Things), MLOps, cloud technology to robotic process automation..

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MLOps In Azure
By Ravi | August 12th, 2026

What is MLOps In Azure?

MLOps (machine learning operations) has become an important part of organizations that intend to leverage machine learning optimally.

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MLOps in AWS
By Ravi | August 12th, 2026

A Beginner Guide To MLOps in AWS SageMaker

MLOps practices prove useful when an organization wishes to transform itself by deploying machine learning and data science projects. Since it takes a good amount of resources and aid to get these..

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How to Become MLOps Engineer
By Ravi | August 12th, 2026

How to Become MLOps Engineer?

Since there has been a rise in data-related job opportunities, a lot of people from different backgrounds have started to seek a career in this field. While most of them try to crack the job role in data analytics or..

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What Is a Machine Learning Engineer
By Ravi | August 12th, 2026

What Is a Machine Learning Engineer? Steps to Become One

Machine learning is a part of artificial intelligence and the creation of models. It lets computer programs find hidden patterns in data for guessing what might happen next without needing explicit...

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Deep Learning With TensorFlow
By Ravi | August 12th, 2026

Deep Learning With TensorFlow- A Complete Guide

If you are aware of machine learning, then you must also have heard about Deep Learning. To completely understand Deep Learning, you must also learn about what it entails and its libraries. In the long list..

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what is pytorch
By Ravi | August 12th, 2026

What Is PyTorch?

In today's world, Artificial Intelligence and Machine Learning (AI and ML) both are building the future, with its dynamic and quick deep learning platform and for this one of the strongest tools is PyTorch. But do you know what is PyTorch exactly?

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Getting Started With MLOps
By Ravi | August 12th, 2026

Machine Learning Operations (MLOps): Getting Started in 2026

Machine learning has changed various leading domains with its data-driven decision-making, and automation capabilities. But getting an ML model into production can be challenging..

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machine learning roadmap for beginners
By Ravi | August 12th, 2026

Machine Learning Roadmap For Beginners

Gliding through the machine learning field can be a bit overwhelming without the right guide. This all encompassing machine learning roadmap for beginners presents a clear path to ace all the essential..

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learn deep learning
By Ravi | August 12th, 2026

How to Learn Deep Learning From Scratch?

Deep learning is an important part of machine learning due to its artificial neural networks. It has now become very popular with the ability to improve with continuous learning. It will be a great choice for individuals to start a career. This article..

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AI and machine learning trends
By Ravi | August 12th, 2026

Top Machine Learning Trends

We see trends around us changing all the time. Sometimes, one might even feel overwhelmed and tiresome in their quest to keep up with them all. However, if you wish to succeed today, having a good..

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mlops architecture
By Ravi | August 12th, 2026

MLOps Architecture: Benefits, Challenges & Best Practices

Machine learning (ML) projects are developed and deployed to cure industrial business problems. However, the biggest difficulty faced by organizations these days is automating the ML pipeline.

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How To Learn MLOps
By Ravi | August 12th, 2026

How To Learn MLOps -A Step-by-step Guide For Beginners

You must have already heard about DevOps. MLOps was born around similar concepts but has a different execution than DevOps. And since many people are still confused about what exactly MLOps is, we are..

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AI And ML Courses
By Ravi | August 11th, 2026

Top AI and ML Courses and Certifications

The journey to a successful career in leading fields begins by choosing from the top AI and ML courses and training resources. The ones mentioned here are among the best ones.

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Machine Learning Tools
By Ravi | August 11th, 2026

Top 20 Machine Learning Tools in 2026

There are different types of software, programming languages, tools, platforms available in the market to develop and build ML applications. On a personal level, it is easier to practice and use the ones which are open sources and free.

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What is deep learning
By Ravi | August 11th, 2026

What is Deep Learning?

Computing is rapidly revolutionizing and at the center of this revolution lies artificial intelligence and machine learning. Both these technologies, and the ones branching out from these, are hinged on their..

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Machine Learning vs AI
By Ravi | August 11th, 2026

Machine Learning Vs. Artificial Intelligence: What's the Difference

Most likely, AI is a more significant thing nowadays, and this will help in ensuring that individuals would be more knowledgeable than having simple knowledge in gaining and making benefits..

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machine learning algorithms
By Ravi | August 11th, 2026

Top Machine Learning Algorithms to Know

In the recent times, the world has already witnessed a whole lot of transformation in the tech sector. Computing has gone from large mainframes to PCs and is currently on the cloud. But you think this..

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Generative Adversarial Networks
By Ravi | August 11th, 2026

What are Generative Adversarial Networks (GANs)?

The Generative Adversarial Networks (GANs) assist machines in producing new, realistic data through learning from the existing examples. This technology was introduced by Ian Goodfellow and his team in 2014. Since then, they have modified..

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What is MLOps
By Ravi | August 11th, 2026

What is MLOps (Machine Learning Operations)?

Machine learning (ML) is a fairly known concept but very few have an answer to 'what is MLOps'. The concept of MLOps rose due to the increasing difficulty in productionizing machine learning. The machine..

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How to Install TensorFlow
By Ravi | August 11th, 2026

How to Install TensorFlow: A Step-by-step Guide For Beginners

TensorFlow is a popular software library for computational mathematics to develop ML and DL models. It comptes three of the most used libraries and has 38.78% of market share in the data science field. Do you know..

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why python for ai and machine learning
By Ravi | August 11th, 2026

Why Learn Python for AI and Machine Learning?

AI and Machine Learning are the future. Is not it? These two technologies are taking the world by storm and that means that they are popular today but in the years to come, their use and popularity will multiply..

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LightGBM
By Ravi | August 11th, 2026

LightGBM (Light Gradient Boosting Machine)

When it comes to large-scale tabular data and gradient boosting frameworks, model performance and iteration speed can be impacted immediately by the choice of framework. LightGBM is now one of the most popular choices among data scientists and...

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Data Science and Machine Learning
By Ravi | August 11th, 2026

Data Science and Machine Learning- Differences and Similarities

Data science and machine learning are two data-using technologies that are high in demand and still expanding. Data is highly relevant in the way these work to give an answer..

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What Is a CNN in Machine Learning?
By Ravi | August 11th, 2026

What Is a CNN in Machine Learning?

The ability to see is something that machines do not have the capabilities to do. That was until convolutional neural networks opened up a whole new world of machine vision. With CNN's, machines can now examine and interpret the contents of an image. Today, some of the most common uses of this capability include security systems utilizing facial recognition for authentication purposes, cancer detection systems, self-driving vehicles and countless other examples that you may use every day without even thinking about it....

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xgboost
By Ravi | August 11th, 2026

What is XGBoost?

XGBoost (short for eXtreme Gradient Boosting) is an advanced machine-learning technique based on boosting decision trees. It combines multiple weak learners into a single strong model in a way that is efficient for high predictive performance. It has become a go-to tool for many..

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What is Hugging Face
By Ravi | August 11th, 2026

What is Hugging Face?

Hugging Face is an open-source AI platform. It helps people in using, building and sharing ready-made machine learning models. It is especially known for understanding and working with human language. As someone who has been working in the field of...

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What Is a Confusion Matrix in Machine Learning?
By Ravi | June 29th, 2026

What Is a Confusion Matrix in Machine Learning?

You have trained a machine learning model. It looks great on paper. The accuracy is 95%. You are ready to deploy it....

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hugging face cheat sheet
By Ravi | April 4th, 2026

Hugging Face Cheat Sheet

Hugging Face is the most widely used AI platform today, powering NLP, Vision, Speech, and Generative AI applications. Many newcomers struggle to use pre-trained models, tokenizers, datasets, and training workflows properly. This cheat sheet simplifies everything you need, from installation to fine-tuning, quantization, diffusion, and deployment...

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