Brutal Advice Every Aspiring ML Engineer Needs to Hear
Egor Howell
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July 23, 2025
Egor Howell
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ML Engineer Starter Kit Essentials
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Seasonic Focus V4 GX-1000 (ATX3) - 1000W - 80+ Gold - ATX 3.0 & PCIe 5.1 Ready -Full-Modular -ATX Form Factor -Premium Japanese Capacitor -10 Year Warranty -Nvidia RTX 30/40 Super & AMD GPU Compatible
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AtomMan G7 Pt Mini PC AMD Ryzen 9 7945HX(16C/32T, up to 5.4GHz) 32GB DDR5 1TB PCIe4.0 SSD Micro Computer, HDMI+DP+USB-C Output, 2.5G LAN, WiFi7, BT5.4, 4xUSB AMD Radeon RX 7600M XT Graphics Gaming PC
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STGAubron Gaming Desktop PC, AMD Athlon 3000G 3.5G, Radeon RX 580 16G GDDR5, 16G RAM, 512G SSD, 600M WiFi, BT 5.0, RGB Fan x4, Windows 11 Home
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Intel NUC 13 Pro Mini PC, NUC13ANKI7 Intel Core i7-1360P (12C/16T & Up to 5.0GHz), 32GB 3200Mhz DDR4 RAM & 1TB PCIe 4.0 NVMe SSD, Support 8K/HDR/WiFi6E/BT5.3/Windows 11 Pro/Office/Business
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GEEKOM IT13 2025 Mini PC 2025 Edition with 13th Gen Intel i9-13900HK, NUC 13 Mini Computers(14C/20T), 32GB RAM&1T M.2 2280 NVMe Gen4*4 SSD, Windows 11 Pro/Wi-Fi 6E/Bluetooth 5.2/USB 4.0/2.5G LAN
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Environet Hydroponic Growing Kit, Self-Watering Mason Jar Herb Garden Starter Kit Indoor, Windowsill Herb Garden, Grow Your Own Herbs from Organic Seeds (Basil)
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Herb Garden Planter Indoor Kit 21Pcs Kitchen Herb Garden Starter Kit Growing Kit Including Wooden Box Burlap Pots Soil Discs Gardening Tools Unique Easter Birthday Christmas Gift Ideas for Women Mom
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Bonsai Starter Kit – 1x Bonsai Tree | Complete Indoor Starter Kit for Growing Plants with Bonsai Seeds, Tools & Planters – Gardening Gifts for Women & Men
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Freenove Ultimate Starter Kit for BBC micro bit (V2 Included), 316-Page Detailed Tutorial, 225 Items, 44 Projects, Blocks and Python Code
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Logitech M185 Wireless Mouse, 2.4GHz with USB Mini Receiver, 12-Month Battery Life, 1000 DPI Optical Tracking, Ambidextrous, Compatible with PC, Mac, Laptop - Black
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Logitech G203 Wired Gaming Mouse, 8,000 DPI, Rainbow Optical Effect LIGHTSYNC RGB, 6 Programmable Buttons, On-Board Memory, Screen Mapping, PC/Mac Computer and Laptop Compatible - Black
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Logitech G305 LIGHTSPEED Wireless Gaming Mouse, Hero 12K Sensor, 12,000 DPI, Lightweight, 6 Programmable Buttons, 250h Battery Life, On-Board Memory, PC/Mac - Black
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Dell 24 Monitor - SE2425HM - 23.8-inch Full HD (1920x1080) 16:9 100Hz Display, IPS Panel, 16.70 Million Colors, Anti-Glare, 1 HDMI / 1 VGA Port, TÜV Rheinland 3-Star*, Comfortview Plus - Black
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Dell S2425HS Monitor - 23.8 Inch, FHD (1920x1080) Display, 100Hz Refresh Rate 1500:1 Contrast Ratio, TÜV Rheinland Eye Comfort 4 Star, Integrated 2x5W Speaker, Height/Tilt/Swivel/Pivot - Ash White
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USB C Docking Station Dual Monitor for Dell Hp,15-in-1 Laptop Docking Station 3 Monitors USB C Hub with Dual 4K HDMI,8K DP,Button,PD Charging,Ethernet,6 USB A&C,SD/TF, Audio USB-C Multiport Adapter
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Car Carplay Woven Cable for iPhone 16 15 3.3FT USB A to USB C 3.2 Gen 2 Carplay Adapter Wire for iPhone 16 15 Pro Max, iPad Pro/Air, Samsung Galaxy S25/S24/S23/S22/S21 Google Pixel, Car Charger Cable
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