#Feature Engineering

Over-Engineering a compass ••• The humble compass is too boring. This is why I spent 3 days designing this 6 linkage system to draw a circle instead. I think it’s way cooler than a compass. The only problem is it can only draw circles this size. Oh, well worth it. ••• #engineer #mechanicalengineering #mechanicaldesign #mechanism

More like this? Do you like the in depth feature engineering vids?? Lmk 😅🫶🏻 :) #cleanaireacepace #featureengineering

Engineers Install a Mega Industrial Shaft Up Close! ⚙️ Ever seen a bolt so big it takes multiple workers and lifting systems just to position it? 🔩🏗️ This massive industrial shaft and threaded connection is part of a heavy mechanical system that handles enormous loads, often found in power plants, refineries, and giant processing facilities. Every turn of this giant fastener must be perfectly aligned to withstand extreme pressure, torque, and vibration. It’s not just metal, it’s precision engineering holding massive machines together. Small tools build cars. Machines like this build the world.

Prompt Engineering is dead and context engineering is going to take the lead

Using an Arduino and the MPU6050 accelerometer, this project shows how real-world movement can control a 3D model on screen, in real-time! . . #coding #tech #programming #python #java #softwaredeveloper #engineering #softwaredevelopment #mpu6050 #accelerometer #3dmodel #arduino #computerscience #modelling #code #programmers

Have you ever seen a Wind Turbine Foundation?🏗✅ Very interesting #windengineering Comment below 📕 Get my New Book, Link in Bio. ▶️ Subscribe on my Youtube channel, to learn more, link in Bio. Join our Telegram Group community, link in Bio. Credit: Craftspeople on YouTube Follow @engineer_ye #Yengineer #ye #engineerye #piles #madrid #concretestructures #structural #frame #uk #italy #structuralengineering #civilengineering #design #engineering #ingegneriacivile #ingegneria #studenteingegneria #motivation #ingegneriastrutturale #civil_engineer #engenharia #engenhariacivil  #engineers #architecture #science #construction #megaconstruction #concrete Follow ➡️ @engineer_ye

100k Views Description** Designing an impeller in SolidWorks is an essential skill for engineers working on pumps, turbines, and fluid-moving systems. By using tools like lofts, sweeps, circular patterns, and parametric modeling, you can efficiently create a high-performance impeller. This tutorial will guide you through the step-by-step process of designing an impeller with optimized blade profiles, ensuring smooth fluid flow and efficient energy conversion. **Working and Uses** The design process starts with sketching the hub and blade profiles, followed by applying loft or sweep features to create the impeller blades. Using circular patterns, the blades are replicated around the central axis for a symmetrical and balanced design. Uses: 1. Designing pump impellers for efficient water and fluid movement. 2. Creating turbine impellers for improved energy conversion in power plants. 3. Developing blower and compressor impellers for industrial air circulation. Follow @Mech_design_Nepal for more insights! #Mech_design_Nepal #follow #share #reels #SolidWorks #ImpellerDesign #CADModeling #3DDesign #PumpEngineering #MechanicalEngineering #CFD #FluidDynamics #EngineeringDesign

Models don’t learn from raw data. They learn from features. Feature engineering is the process of turning messy, raw data into meaningful input a model can understand. Age → Age group Timestamp → Day, Month, Season Text → Numerical representation Better features = Better predictions. SAVE this before training your next model. #featureengineering #machinelearning #datascience #aiml #mlbasics #pythonprogramming #techreels #typographyinspired #typographydesign

Top 20 Civil Engineering Formulas – Must-Know Guide for Every Engineer This powerful infographic brings together the most essential civil engineering formulas used on-site and in design work. From steel weight calculation to concrete volume, brickwork estimation, and load & stress analysis, everything is presented in a clean, easy-to-understand format. Whether you're a site engineer, surveyor, student, or construction professional, this guide helps you quickly revise key formulas and improve accuracy in daily tasks. Each formula is clearly explained with symbols, units, and practical visuals—making it perfect for both learning and quick reference. Save this post and keep it handy for your projects! Prepared by Eng Furqan Facebook: https://www.facebook.com/share/Civilengsur WhatsApp Channel: https://whatsapp.com/channel/0029VajucWB7DAWu6aoYfY0R Telegram: https://t.me/Civilengsur Stay Inspired. Keep Building. #EngFurqan #engineerlife #construction #surveying #civilengineering

Feature Engineering: Strategy > Preprocessing Why it matters:
→ Models learn from features, not raw data
→ Better features = better accuracy & insights
→ Often more impactful than the model itself Key techniques:
🔹 Transform – Fix skewness, scale data
🔹 Extract – Structure the unstructured (PCA, BERT)
🔹 Interact – Reveal hidden patterns (e.g., area = length × width) Pro tip:
Start with EDA. Let stats + domain knowledge guide you.
Validate with RFE, mutual info, or permutation importance. . . . #featureengineering #datascience #machinelearning #mlengineer #datascientist #ai #datapreprocessing #eda #mltips #aicommunity #deeplearning #modeltraining #datatransformation #analytics #techcontent #codinglife #instadata #pythondeveloper #mlstrategy #techinstagram . . [feature engineering, machine learning, data preprocessing, model performance, eda, pca, word2vec, data science tips, ai strategy, data transformations]

📸 #REPOST - Credits: @electrifywithayesha Here are my favorite free, beginner-friendly software tools for Electrical Engineers with plenty of online resources to help you get started: KiCAD: For schematic capture and PCB layout. Tons of tutorials and templates are available, including Shawn Hymel’s Digikey video series. LTSpice: For analog electronic circuit simulations. It has a vast library of parts, example circuits, and plenty of free tutorials online. Onshape: For 3D modeling of components and PCB enclosures. No download is required, and a free maker license is available. The Onshape Learning Center offers free tutorials. SMath Studio: A free MATHCAD alternative for quick circuit calculations. It's easy and intuitive, with lots of tutorials on their website. STM32Cube : The Arduino IDE for Arduino-based platforms and Thonny for MicroPython are great for beginners. For the next step above, I highly recommend STMCube. It has many tutorials, templates and makes peripheral configurations and code generation easy. Bonus Tools: TeraTerm for serial data logging Octave as a MATLAB alternative FEMM for Finite Element Analysis Let me know in the comments which software you love or if you discovered something new from this list! °°° °°° °°° Like ❤️, share 📨, follow 👥 DM me for permission to repost ✔️ #engineeringtips #engineeringresources #internship #engineeringstudents #helpfultips #electricalengineering #kicad #ltspice #onshape #stm32 #arduino #micropython #matlab #gnuoctave #teraterm #femm #stmcube #smathstudio #arduinoide #arduinotutorial #arduinofun #engineeringstudent #engineeringlife #engineertools #engineeringprojects #electronics #diyelectronics

THE FINITE ELEMENT METHOD - A universal engineering analysis technique, invented by a structural engineer, is used by all major engineering disciplines, including mechanical, automobile, aeronautical and aerospace engineering! And, of course, structural engineering! #structuralengineering #finiteelement #method #stiffnessmethod #globalstiffnessmatrix #etabs #sap2000 #womeninengineering #softwares #differentialequations #mathematical #modelling #structuralengineer #engineeringgals #STEMgals #steminist #starstructs #stemwomen #earthquake_engineering #university #civilengineering #engineering #wisewoman #womensinscience #womensday