7 Tips To Structure Your Python Data Science Projects
About
No channel description available.
Latest Posts
Video Description
👷 Review code better and faster with my 3-Factor Framework: https://arjan.codes/diagnosis. In this video, I’ll cover 7 tips to streamline the structure of your Python data science projects. With the right setup and thoughtful software design, you'll be able to modify and enhance your projects more efficiently. Check out Taipy here: https://github.com/avaiga/taipy. Cookiecutter: https://github.com/drivendata/cookiecutter-data-science. 🎓 ArjanCodes Courses: https://www.arjancodes.com/courses. 💬 Join my Discord server: https://discord.arjan.codes. ⌨️ Keyboard I’m using: https://amzn.to/49YM97v. 🔖 Chapters: 0:00 Intro 0:50 Tip #1: Use a common structure 1:55 Tip #2: Use existing libraries 4:59 Tip #3: Log your results 5:55 Tip #4: Use intermediate data representations 8:09 Tip #5: Move reusable code to a shared editable package 9:24 Tip #6: Move configuration to a separate file 11:45 Tip #7: Write unit tests 14:09 Final thoughts #arjancodes #softwaredesign #python
PC Gaming Starter Kits
AI-recommended products based on this video

Skytech Archangel Gaming PC Desktop – AMD Ryzen 5 3600 3.6 GHz, NVIDIA RTX 3060, 1TB NVME SSD, 16GB DDR4 RAM 3200, 600W Gold PSU, 11AC Wi-Fi, Windows 11 Home 64-bit

90MM CF9010U12D for Cooling Fan for ASUS Dual RTX 3060 TI 8G MINI V2 for LHR for Graphics Card Cooler T129215SU(Black 2-Fan T12)

Laptop Parts Cooling Fan 89mm 4pin GA92S2U CF9015H12S for Zotac Gaming RTX 3060 Ti 3050 Twin Edge Graphics Card Fan(Purple)

Cooling Fan Heat Sink 87MM 4PIN PLA09215B12H Size 225MM*100MM for GeForce RTX3060TI Radiator for Lenovo for RTX 3060 TI

Laptop Parts 78mm T128010SU RTX3060 3060Ti Graphics Fan for GIGABYTE for GeForce RTX 3060 Ti Vision OC 3X for WINDFORCE Video Card(C)

Asus Prime B650-PLUS WiFi AMD B650 AM5 Ryzen Desktop 9000 8000 & 7000 ATX Motherboard, DDR5, PCIe 5.0 M.2, 2.5Gb LAN, WiFi 6E, HDMI, SATA 6 Gbps, USB Type-C®, BIOS Flashback, Thunderbolt 4 Header

Asus Prime B550M-A WiFi II AMD AM4 (3rd Gen Ryzen) Micro ATX Motherboard (PCIe 4.0, WiFi 6, ECC Memory, 1Gb LAN, HDMI 2.1/D-Sub, 4K@60HZ, Addressable Gen 2 RGB Header and Aura Sync)

Corsair Vengeance LPX 32GB (2 X 16GB) DDR4 3200 (PC4-25600) C16 1.35V Desktop Memory - Black

Samsung 990 EVO Plus - 4TB PCIe Gen4. X4, Gen5. X2 NVMe 2.0 - M.2 Internal SSD, Speed Up to 7,250 MBs, Upgrade Storage for PC-Laptops, HMB Technology and Intelligent Turbowrite (MZ-V9S4T0B/AM)
![SAMSUNG EVO Select Micro SD-Memory-Card + Adapter, 128GB microSDXC 160MB/s Full HD & 4K UHD, UHS-I, U3, A2, V30, for Android Smartphones, Tablets, Nintendo-Switch (MB-ME128SA/AM) [Canada Version]](https://m.media-amazon.com/images/I/71lzXt4djxL._AC_UY654_FMwebp_QL65_.jpg)
SAMSUNG EVO Select Micro SD-Memory-Card + Adapter, 128GB microSDXC 160MB/s Full HD & 4K UHD, UHS-I, U3, A2, V30, for Android Smartphones, Tablets, Nintendo-Switch (MB-ME128SA/AM) [Canada Version]
![Samsung EVO Select Micro SD Memory Card + Adapter, 256GB microSDXC 160MB/s Full HD & 4K UHD, UHS-I, U3, A2, V30, for Android Smartphones, Tablets, Nintendo-Switch (MB-ME256SA/AM) [Canada Version]](https://m.media-amazon.com/images/I/71gQWJ9ufdL._AC_UL960_FMwebp_QL65_.jpg)
Samsung EVO Select Micro SD Memory Card + Adapter, 256GB microSDXC 160MB/s Full HD & 4K UHD, UHS-I, U3, A2, V30, for Android Smartphones, Tablets, Nintendo-Switch (MB-ME256SA/AM) [Canada Version]
![SAMSUNG 870 EVO SATA SSD 500GB 2.5” Internal Solid State Drive, Upgrade PC or Laptop Memory and Storage for IT Pros, Creators, Everyday Users, MZ-77E500B/AM [Canada Version]](https://m.media-amazon.com/images/I/911ujeCkGfL._AC_UL960_FMwebp_QL65_.jpg)
SAMSUNG 870 EVO SATA SSD 500GB 2.5” Internal Solid State Drive, Upgrade PC or Laptop Memory and Storage for IT Pros, Creators, Everyday Users, MZ-77E500B/AM [Canada Version]

Corsair RM1000e Fully Modular Low-Noise ATX Power Supply - Dual EPS12V Connectors - 105°C-Rated Capacitors - 80 Plus Gold Efficiency - Modern Standby Support - Black

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

CORSAIR iCUE Link XD5 RGB Elite LCD Pump-Reservoir Unit - D5 PWM Pump - 480x480 IPS LCD Screen - 22 Addressable RGB LEDs - 440ml Nylon Reservoir - White

CORSAIR iCUE Link XC7 RGB Elite CPU Water Block - Transparent Flow Chamber - 24 RGB LEDs - Fits Intel® LGA 1700, AMD® AM5 and Older - White

CORSAIR Hydro X Series iCUE Link XH405i Custom Cooling Kit – Hardline Water Cooling Loop – XC7 Elite CPU Water Block – XD5 Elite D5 Pump Res – XR5 360mm Radiator – 3X QX120 RGB Fans

Portable Air Conditioners, wobuzhi Evaporative Air Cooler with LCD Screen, Fan Speed&Spray, 7 RGB Lights,USB Powered,1-8H Timer, Personal Air Conditioners, Portable Air Conditioners for Home Office

llano RGB Laptop Cooling Pad with Powerful Turbofan Gaming Cooler Radiator with Infinitely Variable Speed, Touch Control, LCD Screen, 3-Port USB Hub, Seal Foam for Notebook Computer 15-19in

Neck Fan with Cooling Plate,Portable Neck Fan Rechargeable Battery Powered,Bladeless Personal Air Conditioner Wearable Neck Cooler Fans,USB Electric Quiet Necklace AC Fans for Travel Outdoor Black




















