Anish Rane
I’m an Application Engineer working on diesel engines and generator sets, with a mechanical engineering background, an MSc in Machine Learning & AI and a Data Science & AI specialization from IIT Bombay. I write about where engineering meets machine learning: engines, gears and the Python models that help explain them.
Guides by Anish
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Mechanical Engineering & Automotive Systems, Powertrain Engineering: Engines, Transmissions & Drivetrain TechnologyTypes of Gears and Their Uses: Spur, Helical, Bevel, Worm and More
Spur, helical, bevel, worm, rack and pinion and planetary gears explained simply, with a comparison table, gear ratio formulas and two worked…
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Mechanical Engineering & Automotive Systems, Powertrain Engineering: Engines, Transmissions & Drivetrain TechnologyHarley-Davidson Sprint 440: Specs, Price, Rivals and Verdict
Harley-Davidson Sprint 440 first look: verified specs, US, UK and Canada prices, expected India price, rivals like the Meteor 350 and Rebel…
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Best Free AI Tools for Mechanical Engineers (and Where They Fail)
An independent, beginner-friendly guide to free AI tools for mechanical engineers: what each does well, where it fails, and how to verify…
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Predictive Maintenance in Python: Detect Bearing Faults Step by Step
Learn how to detect bearing faults from vibration data in Python: fault frequencies, simple features, a leak-free train/test split and a Random…
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Free Machine Learning Datasets for Mechanical Engineers: 15 Sources
15 free datasets for ML projects in mechanical engineering: bearings, engines, batteries, tool wear and energy, with tasks, levels and licence notes.
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Go-Kart Engineering for Beginners: How a Kart Grips, Turns and Goes Fast
A go-kart has no suspension and no differential, yet it corners like it’s on rails. Learn the engineering behind frames, grip, weight…
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Mechanical Engineering & Automotive Systems, Powertrain Engineering: Engines, Transmissions & Drivetrain TechnologyGo-Kart Gear Ratio: How to Calculate It, Step by Step
Learn how a go-kart engine, centrifugal clutch, chain and sprockets work, and how to calculate gear ratio, with a worked example and…
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A Real-Life Machine Learning Problem: How Does Your Electric Car Know How Much Battery Is Left?
Your EV shows 62% battery, but there is no fuel gauge inside a battery. Here is how machine learning estimates state of…
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Beam Deflection Calculator: Formulas, Worked Examples, Python and Excel
Calculate beam deflection, bending stress and factor of safety for four common cases, with two worked examples and a free Python script.
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Machine Learning Roadmap for Mechanical Engineers: Step by Step
A step-by-step machine learning roadmap for mechanical engineers: what to learn, what to skip, real datasets and portfolio projects.
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