cs3206 @cs3206
Somehow, I ended up on a tropical island in the Phillipines. I think I am supposed to be writing a book but I am too busy living. Joined November 2008-
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The first rule of Machine Learning: Do not start with machine learning. To a hammer, everything looks like a nail. I struggle with this daily. Companies call me because they want to use machine learning. It's always tempting to start the conversation there. Yet, machine learning is usually not the best way to start a solution. Here is a better approach: Step 1 - Start with simple heuristics Heuristics is a fancy word. We—simple people—prefer to call them "simple rules." You should start most problems by writing simple rules. It may not be perfect, but it's a better solution than jumping straight into machine learning. There are two significant advantages to this approach. First, you'll learn much more about the problem you need to solve. Second, you'll have a baseline to compare against any future machine-learning solution. For example, imagine you are building an online shopping store. You want to show your users a list of recommended products. Instead of thinking about machine learning, start with a fixed list of recommendations. You can upgrade that to a list sorted by popularity. You can solve this problem in many ways before training a model. Step 2 - Replace heuristics with a simple model There's a point where you don't want to keep adding complexity to your rules. Maintaining a simple machine-learning model is easier than a codebase of complex rules. When your rules get out of hand, train a simple model and replace your heuristics with it. People usually recommend starting with simple algorithms like linear regression or decision trees. This makes sense, but simplicity doesn't always refer to the algorithm but how easy it is to use. For example, a ResNet-50 model is a complex convolutional neural network. But you can download a pre-trained version and start using it fast. Step 3 - Increase complexity There's a point where your simple solution can't give you better performance. Here is when you should start exploring more complex solutions. Sometimes, a better model can improve your results. Sometimes, you need many models or combine them with manual rules. Getting to this step is not a goal but a necessity. Start as simple as possible and fight to stay there.
I forgot how much stress/BS is involved in buying a house. And it's been a LONG time since I bought real estate.
Never having to worry about whether you are on the latest version of @oraclesqlcl anymore - loving it! You can get the script here: github.com/gvenzl/oracle-…
@mrblockchaindev I'd like to read your book please
@lukaseder @connor_mc_d Especially this one! Deadliest marsupial in the world. Just see what happens if you try to take his weed. Not to mention his uncouth table manners. But Connor need not live in fear. Koala stick to the East Coast, being far too lazy and sensible to hitch a ride through the Outback
You can traverse hierarchies in #SQL using recursive WITH WITH tree ( ... ) AS ( SELECT ... UNION ALL SELECT ... FROM tree ... ) SELECT ... FROM tree This enables you to follow parent-child relationships in your data @vlad_mihalcea demos vladmihalcea.com/sql-recursive-…
@swesley_perth Which one, Scott? There are at least a couple of great Floyd tribute bands getting around.
@Hildy333 @rice_e @sea_dazzle @trocaire I think it is pretty clear. There are too many of us. Birth control must be taught in school, not banned by lunatic religions. 2 children per couple, max, for a century or more
Donald @thileyez33462
8 Followers 270 Following The night is coming, I'll be waiting for you on the air. https://t.co/5QeasXlZg2
APACOUC @apacouc
750 Followers 837 Following APACOUC - APAC ORACLE USERS GROUPS COMMUNITY - Umbrella OUC for JAPAC region
𝕸𝖚𝖋𝖆𝖑�... @Mufalani
2K Followers 1K Following DBA, Oracle Certified Master (OCM), Blogger, Rider, Husband, Father
anna @anna12184355
17 Followers 903 Following I like to travel, cook by myself, meet friends, and exercise.
MaxAPEX Cloud - On-Pr... @MaxApexHosting
935 Followers 246 Following Fully managed #Oracle #APEX Cloud #Hosting services from the experts. Our #cloudcomputing is flexible & cost-effective since 2008. Tweets on #orclapex
Niels de Bruijn 🌍 @nielsdb
2K Followers 1K Following Business Unit Manager Low-Code@HyPlus Solutions GmbH & Oracle ACE Director - follow me on Bluesky (https://t.co/YXyAItrb9l)
Donna Wallace @MinhHoa98939820
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A.o @AndoOudom
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Carmella Pizzilli @carmella66
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Plamen Mushkov @plamen_9
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Ronny Weiß @Ronny_Weiss_
1K Followers 133 Following Principal Member of Technical Staff in the Oracle APEX Development Team and Open Source Developer. My posts represent my own opinion and not that of my company!
Philipp Hartenfeller @phartenfeller
1K Followers 571 Following 🖥️ Web & DBs 📝 Blog: https://t.co/m5qCJz18U4 💼 Product Lead @united_codes ♠️ Oracle ACE Pro 🛠 #orclapex
quickapeks @quickapeks
279 Followers 204 Following #team #loving #apex building tools to code faster
Real Footy (AFL) @agerealfooty
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Ben Alvarez @benalvarez72
162 Followers 292 Following Prime Bespoke Virtual Events/Set Producer, Enhanced Multiscreen/Projection Producer, GIS drone operator, 3D Archviz, TM, Diver and fun loving being!
Louis Moreaux @moreaux_louis
2K Followers 860 Following Oracle ACE Pro ♠ | Senior Oracle APEX developer @TalanOracleTech | Flows for APEX contributor | I love building apps with #orclAPEX and share my findings
Ann-Sofie V Often @AnsoOften
284 Followers 240 Following Lead Consultant Solution Architect at Cegal in Norway. Enjoying magic moments in life.
Francesco Ciulla @FrancescoCiull4
211K Followers 493 Following - Head of DevRel Engineer at https://t.co/t5PMw0nLYM - Software Developer - Rust, Docker, Web Dev - Docker Captain - Keynote Speaker - Building a 1M community...66%
Dylan Ogline @DylanOgline
203K Followers 134 Following Adventure seeker. Believer in equality, the best of people, and a better future for all. 1 Cor 10:31.
Santiago @svpino
452K Followers 567 Following Computer scientist. I teach hard-core AI/ML Engineering at https://t.co/THCAAZcBMu. YouTube: https://t.co/pROi08OZYJ
CCTV_IDIOTS @cctv_idiots
1.4M Followers 58 Following *Original @cctv_idiots Account* (2015) Not Affiliated With Any Accounts Of Similar Name Enquiries [email protected]
Philosophy Of Life @PhilOfLife_
451K Followers 26 Following A Learner to Find the "Philosophy of Life". Follow me to Accompany in this Journey.
Dani Schnider (inacti... @dani_schnider
2K Followers 205 Following I don’t use Twitter anymore. You can find me on Bluesky: https://t.co/3zsyUVNzNx
ORDS - GET PUT POST D... @OracleREST
3K Followers 71 Following Oracle REST Data Services (ORDS) provides REST APIs for Oracle Database & the JSON Document Store (SODA) plus the Database Actions (SQL Developer Web) App.
Alex & Books 📚 @AlexAndBooks_
363K Followers 506 Following 📖 Helping people find amazing books & develop a reading habit. 📧 Get my list of 100 life-changing books (link in bio).
Blake Burge @blakeaburge
417K Followers 217 Following On a mission to build meaningful things with @sahilbloom. Fan of Bourbon, Books, and Good Advice 🥃 📚 💬
Alex Brogan @_alexbrogan
293K Followers 2K Following rendering. previously goldman sachs, https://t.co/KHJSR4OxgI. 🇦🇺🇺🇸🇬🇧
APACOUC @apacouc
750 Followers 837 Following APACOUC - APAC ORACLE USERS GROUPS COMMUNITY - Umbrella OUC for JAPAC region
Oracle User Groups @oracleugs
6K Followers 950 Following Connecting Oracle communities worldwide - sharing User Group events, networking opportunities, and updates on Oracle technologies.
Sebastian Bajor @sbajor96
146 Followers 103 Following Oracle Database & APEX Developer @PretiusSoftware
Zain Kahn @heykahn
502K Followers 374 Following Scaled products to 10 million+ users. Sharing playbooks on how to build with AI here.
Csaba Kissi @csaba_kissi
255K Followers 1K Following Coding Dinosaur • Entrepreneur • 200 projects • DM for collabs ⬜⬜⬜⬜⬜⬜⬜⬜ - Building https://t.co/4CVkHWnYEy to $4k MRR
Pradeep Pandey @Div_pradeep
69K Followers 555 Following 250k+ AI & Tech community • X about AI and Web development • Co-founder @AIInsights__ • DM for collaboration • 📥 [email protected]
Doug A Gault @DougAGault
1K Followers 534 Following Watch lover, Geek, Foodie, Dry Drinker, Traveler, Classic Car Nerd, Techie, Developer, Author, APEX Aficionado.
𝕸𝖚𝖋𝖆𝖑�... @Mufalani
2K Followers 1K Following DBA, Oracle Certified Master (OCM), Blogger, Rider, Husband, Father
APEX Office Print (AO... @apexofficeprint
1K Followers 3K Following Print and export data in the format YOU want! Tightly integrated with #orclapex but can be used from any technology. Try our FREE trial!
CSS-Tricks @css
503K Followers 2K Following The official account for https://t.co/ZyrX49CzrB, a web design community powered by @DigitalOcean.
Martin Widlake 🇺�... @MDWidlake
4K Followers 441 Following Retired Oracle tech nerd & presenter. Cat, science, & genetics fan. Love tea, beer, & wine. Find me on https://t.co/naFQVRxY6r. President of SYM42
Andrew Schultz @Schultz_APEX
578 Followers 365 Following @OracleApex developer since APEX 3.2. Spreading the joy of #orclapex #LowCode and #OracleAutonomous to nonbelievers across the stack.
Marc Andreessen 🇺�... @pmarca
4.2M Followers 32K Following You’re not talking to someone who woke up a loser. That loser attitude, that loser premise makes no sense to me.
Intel @intel
4.5M Followers 675 Following Intel news, stories & events about global tech innovation. That’s the power of #IntelInside. Looking for support? Visit: https://t.co/ofvIi4CIFc
Prof. Feynman @ProfFeynman
1.4M Followers 0 Following A universe of atoms, an atom in the universe. Tribute to the great explainer. Tweets about Science and Wisdom. Portrait by L.V Patten.
Marko Gorički @mgoricki
2K Followers 282 Following Oracle APEX Enthusiast • Software Consultant@Bilog • Nature Lover • Trail/Mountain Runner • Cyclist
Michael Potter 🚴�... @milobandit
308 Followers 236 Following dad to two. husband to one. Terrible Lao speaker, cyclist( N-2 bikes), APEX dev, Info Security. employed by oracle but opinions here are MINE, all mine.. LUFC!
Francis Mignault @Fr4ncis
2K Followers 1K Following Insum CEO « Great things in business are never done by one person. They're done by a team of people. » Steve Jobs.
Appwrite @appwrite
127K Followers 46 Following Build like a team of hundreds_ Website: ➡️ https://t.co/OprOHjw20M GitHub ➡️ https://t.co/VGT42Y94L6 Discord ➡️ https://t.co/FsRTsqr8ow
Jayson Hanes #orclAPE... @JaysonHanes
2K Followers 1K Following APEX Senior Principal Product Manager for the Americas at Oracle; Drone Enthusiast; my tweets and posts online are my own and not of my employer.
Mike Dietrich @MikeDietrichDE
6K Followers 328 Following Vice President Product Management - Database Upgrade, Migrations and Patching - Oracle Corp | Opinions are my own
Oracle University @Oracle_Edu
47K Followers 153 Following Oracle University, the education division of @Oracle, offers hands-on courses and training taught by Expert Instructors 📲 #LearnOracle
Michelle Skamene @mskamene
1K Followers 402 Following Oracle APEX Consultant at @InsumSolutions. Mom to 3 humans and 1 canine, never met a dog I didn't love! Sadly addicted to Haagen Dasz. #PlanetHealer
Mónica Godoy #orclAP... @signal006
2K Followers 750 Following Senior Product Manager for Oracle APEX (#orclAPEX). 👩💻 Women in APEX (https://t.co/mxOBgnOOE3) 📅 APEX Events (https://t.co/2ZGmupTrCN) - Tweets are my own -
MaxAPEX Cloud - On-Pr... @MaxApexHosting
935 Followers 246 Following Fully managed #Oracle #APEX Cloud #Hosting services from the experts. Our #cloudcomputing is flexible & cost-effective since 2008. Tweets on #orclapex







