AI and ML models offer huge potential—but without testing, they risk data drift, bias and edge-case failures. Qualiron’s AI-ML Testing ensures accuracy, fairness and reliability, so your systems perform as expected when it matters most. #AITesting #MLTesting #Qualiron


Isha Training Solutions presents “AI/ML Testing–Live Training Free Demo:15th Dec @ 9 PM (IST)/15th Dec@ 10:30 AM (EST) you can register by joining the link below docs.google.com/forms/d/e/1FAI… pls call/WhatsApp @+91 9052903733/8977922427 #AITesting #MLTesting #GenerativeAI #Automation

IshaKumargupta's tweet image. Isha Training Solutions presents “AI/ML Testing–Live Training
Free Demo:15th Dec @ 9 PM (IST)/15th Dec@ 10:30 AM (EST)
you can register by joining the link below
docs.google.com/forms/d/e/1FAI…
pls call/WhatsApp @+91 9052903733/8977922427

 #AITesting #MLTesting #GenerativeAI #Automation

AI/ML Model Testing & Automation with Generative AI Day 1 Video youtu.be/sNmG3fKPiN0 Enrollments are still in progress Regular sessions will start from:7th Nov@9:30PM (IST)/7th Nov@11AM (EST) The course Price:9,900 INR/119 USD Call/WhatsApp@+91-9133190573 #AITesting #MLTesting

IshaKumargupta's tweet image. AI/ML Model Testing & Automation with Generative AI Day 1 Video
youtu.be/sNmG3fKPiN0
Enrollments are still in progress
Regular sessions will start from:7th Nov@9:30PM (IST)/7th Nov@11AM (EST)
The course Price:9,900 INR/119 USD
Call/WhatsApp@+91-9133190573
#AITesting #MLTesting

"AI/ML Model Testing & Automation with Generative AI for QA Engineers" -Live Training Free Demo On:5th Nov@ 9 PM(IST)/5th Nov@ 10:30 AM(EST) For Registration, docs.google.com/forms/d/e/1FAI… call/WhatsApp @ +91-91331 90573 #AITesting #MLTesting #GenerativeAI #AutomationTesting

IshaKumargupta's tweet image. "AI/ML Model Testing & Automation with Generative AI for QA Engineers" -Live Training
Free Demo On:5th Nov@ 9 PM(IST)/5th Nov@ 10:30 AM(EST)
For Registration,
docs.google.com/forms/d/e/1FAI…
call/WhatsApp @ +91-91331 90573
#AITesting #MLTesting #GenerativeAI #AutomationTesting

Isha Training Solutions presents "AI/ML Model Testing & Automation with Generative AI"-Live Training Free Demo On:5th Nov@9PM(IST)/5thNov@10:30 AM(EST) You can register by joining the link below docs.google.com/forms/d/e/1FAI… Call/WhatsApp 91331 90573 #AITesting #MLTesting #GenerativeAI

IshaKumargupta's tweet image. Isha Training Solutions presents "AI/ML Model Testing & Automation with Generative AI"-Live Training
Free Demo On:5th Nov@9PM(IST)/5thNov@10:30 AM(EST)
You can register by joining the link below
docs.google.com/forms/d/e/1FAI…
Call/WhatsApp 91331 90573
#AITesting #MLTesting #GenerativeAI

Benchmarks look good, but they’re brittle. We need perturbation tests—paraphrases, unit swaps, distraction tokens—to measure reasoning stability. A jaggedness metric would tell us more than any leaderboard score. #MLtesting


We're here at #neurIPS! Make sure to come by booth 1228 and get your live demo! #MLtesting #mlmodel #ai #MachineLearning

kolenaIO's tweet image. We're here at #neurIPS! Make sure to come by booth 1228 and get your live demo! #MLtesting #mlmodel #ai #MachineLearning

So many benchmarks, so little real-world alignment. Great breakdown! #LLM #MLTesting


Our dynamic duo, Phillip Knorr and Jacob Rothenberg, will be traveling to Paris, France to see YOU (if you're attending ICCV). Stop by booth 35 and chat about how unit testing improves machine learning model confidence. #AI #machinelearning #MLtesting #MLOps #ICCV23

kolenaIO's tweet image. Our dynamic duo, Phillip Knorr and Jacob Rothenberg, will be traveling to Paris, France to see YOU (if you're attending ICCV). Stop by booth 35 and chat about how unit testing improves machine learning model confidence. #AI #machinelearning #MLtesting #MLOps #ICCV23

Join Martin Karsberg’s talk at Testing United conference! Talk Title: ML Testing: The Need of a New Way of Thinking. Get your tickets: testingunited.com/shoptestinguni… #MLTesting #QualityAssurance #TechConference


We're here! @AI_AInstitute's Computer Vision Summit in San Jose kicks off today. Swing by our booth, have a chat, and score some swag! 🔥 Our CEO @_moelgendy will be speaking later today too! bit.ly/kolenacvsummit #MachineLearning #mltesting #computervision

kolenaIO's tweet image. We're here! @AI_AInstitute's Computer Vision Summit in San Jose kicks off today. Swing by our booth, have a chat, and score some swag! 🔥

Our CEO @_moelgendy will be speaking later today too!

bit.ly/kolenacvsummit

#MachineLearning #mltesting #computervision

🚀 Software Testing ≠ ML Testing — Are you ready for the shift? Aliya Akhtar (Accenture) will break it down at #TestAutomationSummit Hyderabad 🇮🇳 — July 17, 2025! 🎟️ Register → testingmind.com/event/test-aut… #Testingmind #MLTesting #AIInTesting #SoftwareTesting #HyderabadTech

testingmindcon's tweet image. 🚀 Software Testing ≠ ML Testing — Are you ready for the shift?

Aliya Akhtar (Accenture) will break it down at #TestAutomationSummit Hyderabad 🇮🇳 — July 17, 2025!

🎟️ Register → testingmind.com/event/test-aut…

#Testingmind #MLTesting #AIInTesting #SoftwareTesting #HyderabadTech

📊 #Day15 #21Days21Tips by @TheTestChat! #MLTesting: Focus on Data Quality for ML Testing! 🧼 Clean your data 🎯 Use representative data 🧪 Validate data throughout 🎭 Consider synthetic data 🕵️‍♀️ Monitor for data drift Quality data = reliable ML! #MachineLearning #SoftwareTesting


Synthetic time-series data helps stress-test strategies. Use GANs to generate fake but realistic market conditions. 🧪 Break your model before the market does. #SyntheticFinance #MLTesting


1.May the new year be filled with pleasant surprises. 测试用 #MLTesting


AI can break in production. At Qualiron, we test intelligence — not just code. ✅ Model performance ✅ Real-world inputs ✅ Drift & bias detection Keep your AI reliable. Learn more: qualiron.com/qa-services/ar… #AIQuality #MLTesting #AIAssurance #QualironQA

qualiron's tweet image. AI can break in production. At Qualiron, we test intelligence — not just code.
✅ Model performance
✅ Real-world inputs
✅ Drift & bias detection
Keep your AI reliable. Learn more: qualiron.com/qa-services/ar…
#AIQuality #MLTesting #AIAssurance #QualironQA

Isha Training Solutions presents “AI/ML Testing–Live Training Free Demo:15th Dec @ 9 PM (IST)/15th Dec@ 10:30 AM (EST) you can register by joining the link below docs.google.com/forms/d/e/1FAI… pls call/WhatsApp @+91 9052903733/8977922427 #AITesting #MLTesting #GenerativeAI #Automation

IshaKumargupta's tweet image. Isha Training Solutions presents “AI/ML Testing–Live Training
Free Demo:15th Dec @ 9 PM (IST)/15th Dec@ 10:30 AM (EST)
you can register by joining the link below
docs.google.com/forms/d/e/1FAI…
pls call/WhatsApp @+91 9052903733/8977922427

 #AITesting #MLTesting #GenerativeAI #Automation

AI/ML Model Testing & Automation with Generative AI Day 1 Video youtu.be/sNmG3fKPiN0 Enrollments are still in progress Regular sessions will start from:7th Nov@9:30PM (IST)/7th Nov@11AM (EST) The course Price:9,900 INR/119 USD Call/WhatsApp@+91-9133190573 #AITesting #MLTesting

IshaKumargupta's tweet image. AI/ML Model Testing & Automation with Generative AI Day 1 Video
youtu.be/sNmG3fKPiN0
Enrollments are still in progress
Regular sessions will start from:7th Nov@9:30PM (IST)/7th Nov@11AM (EST)
The course Price:9,900 INR/119 USD
Call/WhatsApp@+91-9133190573
#AITesting #MLTesting

Isha Training Solutions presents "AI/ML Model Testing & Automation with Generative AI"-Live Training Free Demo On:5th Nov@9PM(IST)/5thNov@10:30 AM(EST) You can register by joining the link below docs.google.com/forms/d/e/1FAI… Call/WhatsApp 91331 90573 #AITesting #MLTesting #GenerativeAI

IshaKumargupta's tweet image. Isha Training Solutions presents "AI/ML Model Testing & Automation with Generative AI"-Live Training
Free Demo On:5th Nov@9PM(IST)/5thNov@10:30 AM(EST)
You can register by joining the link below
docs.google.com/forms/d/e/1FAI…
Call/WhatsApp 91331 90573
#AITesting #MLTesting #GenerativeAI

"AI/ML Model Testing & Automation with Generative AI for QA Engineers" -Live Training Free Demo On:5th Nov@ 9 PM(IST)/5th Nov@ 10:30 AM(EST) For Registration, docs.google.com/forms/d/e/1FAI… call/WhatsApp @ +91-91331 90573 #AITesting #MLTesting #GenerativeAI #AutomationTesting

IshaKumargupta's tweet image. "AI/ML Model Testing & Automation with Generative AI for QA Engineers" -Live Training
Free Demo On:5th Nov@ 9 PM(IST)/5th Nov@ 10:30 AM(EST)
For Registration,
docs.google.com/forms/d/e/1FAI…
call/WhatsApp @ +91-91331 90573
#AITesting #MLTesting #GenerativeAI #AutomationTesting

Benchmarks look good, but they’re brittle. We need perturbation tests—paraphrases, unit swaps, distraction tokens—to measure reasoning stability. A jaggedness metric would tell us more than any leaderboard score. #MLtesting


AI and ML models offer huge potential—but without testing, they risk data drift, bias and edge-case failures. Qualiron’s AI-ML Testing ensures accuracy, fairness and reliability, so your systems perform as expected when it matters most. #AITesting #MLTesting #Qualiron


So many benchmarks, so little real-world alignment. Great breakdown! #LLM #MLTesting


Accuracy isn’t assurance. Behind 90% scores, bias, data drift, and failures can hide. At Qualiron, we validate your AI’s integrity, fairness, and reliability—beyond just testing. Trust matters. Learn more: qualiron.com/qa-services/ar… #AITrust #MLTesting #BiasDetection #Qualiron

qualiron's tweet image. Accuracy isn’t assurance. Behind 90% scores, bias, data drift, and failures can hide. At Qualiron, we validate your AI’s integrity, fairness, and reliability—beyond just testing. Trust matters. Learn more: qualiron.com/qa-services/ar…
#AITrust #MLTesting #BiasDetection #Qualiron

🚀 Software Testing ≠ ML Testing — Are you ready for the shift? Aliya Akhtar (Accenture) will break it down at #TestAutomationSummit Hyderabad 🇮🇳 — July 17, 2025! 🎟️ Register → testingmind.com/event/test-aut… #Testingmind #MLTesting #AIInTesting #SoftwareTesting #HyderabadTech

testingmindcon's tweet image. 🚀 Software Testing ≠ ML Testing — Are you ready for the shift?

Aliya Akhtar (Accenture) will break it down at #TestAutomationSummit Hyderabad 🇮🇳 — July 17, 2025!

🎟️ Register → testingmind.com/event/test-aut…

#Testingmind #MLTesting #AIInTesting #SoftwareTesting #HyderabadTech

Is your #AI model trustworthy? Without proper AI/#MLTesting, models can become inaccurate and biased. Our latest #whitepaper covers the essentials: accuracy checks, bias prevention, and ethical validation strategies. Download now: testrigtechnologies.com/whitepapers/te… #MachineLearning


AI can break in production. At Qualiron, we test intelligence — not just code. ✅ Model performance ✅ Real-world inputs ✅ Drift & bias detection Keep your AI reliable. Learn more: qualiron.com/qa-services/ar… #AIQuality #MLTesting #AIAssurance #QualironQA

qualiron's tweet image. AI can break in production. At Qualiron, we test intelligence — not just code.
✅ Model performance
✅ Real-world inputs
✅ Drift & bias detection
Keep your AI reliable. Learn more: qualiron.com/qa-services/ar…
#AIQuality #MLTesting #AIAssurance #QualironQA

Model drift can impact AI/ML predictions over time. Early detection through continuous monitoring and smart retraining keeps models accurate and reliable. Learn how AI/ML testing helps maintain performance: qualiron.com/qa-services/ar… #AI #MLTesting #MLOps #Qualiron

qualiron's tweet image. Model drift can impact AI/ML predictions over time. Early detection through continuous monitoring and smart retraining keeps models accurate and reliable.
Learn how AI/ML testing helps maintain performance: qualiron.com/qa-services/ar…

#AI #MLTesting #MLOps #Qualiron
qualiron's tweet image. Model drift can impact AI/ML predictions over time. Early detection through continuous monitoring and smart retraining keeps models accurate and reliable.
Learn how AI/ML testing helps maintain performance: qualiron.com/qa-services/ar…

#AI #MLTesting #MLOps #Qualiron
qualiron's tweet image. Model drift can impact AI/ML predictions over time. Early detection through continuous monitoring and smart retraining keeps models accurate and reliable.
Learn how AI/ML testing helps maintain performance: qualiron.com/qa-services/ar…

#AI #MLTesting #MLOps #Qualiron
qualiron's tweet image. Model drift can impact AI/ML predictions over time. Early detection through continuous monitoring and smart retraining keeps models accurate and reliable.
Learn how AI/ML testing helps maintain performance: qualiron.com/qa-services/ar…

#AI #MLTesting #MLOps #Qualiron

Synthetic time-series data helps stress-test strategies. Use GANs to generate fake but realistic market conditions. 🧪 Break your model before the market does. #SyntheticFinance #MLTesting


AI/ML Model Testing & Automation with Generative AI Day 1 Video youtu.be/sNmG3fKPiN0 Enrollments are still in progress Regular sessions will start from:7th Nov@9:30PM (IST)/7th Nov@11AM (EST) The course Price:9,900 INR/119 USD Call/WhatsApp@+91-9133190573 #AITesting #MLTesting

IshaKumargupta's tweet image. AI/ML Model Testing & Automation with Generative AI Day 1 Video
youtu.be/sNmG3fKPiN0
Enrollments are still in progress
Regular sessions will start from:7th Nov@9:30PM (IST)/7th Nov@11AM (EST)
The course Price:9,900 INR/119 USD
Call/WhatsApp@+91-9133190573
#AITesting #MLTesting

"AI/ML Model Testing & Automation with Generative AI for QA Engineers" -Live Training Free Demo On:5th Nov@ 9 PM(IST)/5th Nov@ 10:30 AM(EST) For Registration, docs.google.com/forms/d/e/1FAI… call/WhatsApp @ +91-91331 90573 #AITesting #MLTesting #GenerativeAI #AutomationTesting

IshaKumargupta's tweet image. "AI/ML Model Testing & Automation with Generative AI for QA Engineers" -Live Training
Free Demo On:5th Nov@ 9 PM(IST)/5th Nov@ 10:30 AM(EST)
For Registration,
docs.google.com/forms/d/e/1FAI…
call/WhatsApp @ +91-91331 90573
#AITesting #MLTesting #GenerativeAI #AutomationTesting

We're here at #neurIPS! Make sure to come by booth 1228 and get your live demo! #MLtesting #mlmodel #ai #MachineLearning

kolenaIO's tweet image. We're here at #neurIPS! Make sure to come by booth 1228 and get your live demo! #MLtesting #mlmodel #ai #MachineLearning

Isha Training Solutions presents "AI/ML Model Testing & Automation with Generative AI"-Live Training Free Demo On:5th Nov@9PM(IST)/5thNov@10:30 AM(EST) You can register by joining the link below docs.google.com/forms/d/e/1FAI… Call/WhatsApp 91331 90573 #AITesting #MLTesting #GenerativeAI

IshaKumargupta's tweet image. Isha Training Solutions presents "AI/ML Model Testing & Automation with Generative AI"-Live Training
Free Demo On:5th Nov@9PM(IST)/5thNov@10:30 AM(EST)
You can register by joining the link below
docs.google.com/forms/d/e/1FAI…
Call/WhatsApp 91331 90573
#AITesting #MLTesting #GenerativeAI

Our dynamic duo, Phillip Knorr and Jacob Rothenberg, will be traveling to Paris, France to see YOU (if you're attending ICCV). Stop by booth 35 and chat about how unit testing improves machine learning model confidence. #AI #machinelearning #MLtesting #MLOps #ICCV23

kolenaIO's tweet image. Our dynamic duo, Phillip Knorr and Jacob Rothenberg, will be traveling to Paris, France to see YOU (if you're attending ICCV). Stop by booth 35 and chat about how unit testing improves machine learning model confidence. #AI #machinelearning #MLtesting #MLOps #ICCV23

🚀 Software Testing ≠ ML Testing — Are you ready for the shift? Aliya Akhtar (Accenture) will break it down at #TestAutomationSummit Hyderabad 🇮🇳 — July 17, 2025! 🎟️ Register → testingmind.com/event/test-aut… #Testingmind #MLTesting #AIInTesting #SoftwareTesting #HyderabadTech

testingmindcon's tweet image. 🚀 Software Testing ≠ ML Testing — Are you ready for the shift?

Aliya Akhtar (Accenture) will break it down at #TestAutomationSummit Hyderabad 🇮🇳 — July 17, 2025!

🎟️ Register → testingmind.com/event/test-aut…

#Testingmind #MLTesting #AIInTesting #SoftwareTesting #HyderabadTech

We're here! @AI_AInstitute's Computer Vision Summit in San Jose kicks off today. Swing by our booth, have a chat, and score some swag! 🔥 Our CEO @_moelgendy will be speaking later today too! bit.ly/kolenacvsummit #MachineLearning #mltesting #computervision

kolenaIO's tweet image. We're here! @AI_AInstitute's Computer Vision Summit in San Jose kicks off today. Swing by our booth, have a chat, and score some swag! 🔥

Our CEO @_moelgendy will be speaking later today too!

bit.ly/kolenacvsummit

#MachineLearning #mltesting #computervision

Isha Training Solutions presents “AI/ML Testing–Live Training Free Demo:15th Dec @ 9 PM (IST)/15th Dec@ 10:30 AM (EST) you can register by joining the link below docs.google.com/forms/d/e/1FAI… pls call/WhatsApp @+91 9052903733/8977922427 #AITesting #MLTesting #GenerativeAI #Automation

IshaKumargupta's tweet image. Isha Training Solutions presents “AI/ML Testing–Live Training
Free Demo:15th Dec @ 9 PM (IST)/15th Dec@ 10:30 AM (EST)
you can register by joining the link below
docs.google.com/forms/d/e/1FAI…
pls call/WhatsApp @+91 9052903733/8977922427

 #AITesting #MLTesting #GenerativeAI #Automation

Thanks to @pinecone and Microsoft @Azure for hosting us at the AI Transformation Summit in SF yesterday! @shayaksen had a blast speaking about #LLMs and avoiding hallucination. Great to see such an engaged, excited crowd. #AIQuality #MLtesting #LLMtesting #LLMapps

truera_ai's tweet image. Thanks to @pinecone and Microsoft @Azure  for hosting us at the AI Transformation Summit in SF yesterday! @shayaksen had a blast speaking about #LLMs and avoiding hallucination.  Great to see such an engaged, excited crowd. 

#AIQuality #MLtesting #LLMtesting #LLMapps

Accuracy isn’t assurance. Behind 90% scores, bias, data drift, and failures can hide. At Qualiron, we validate your AI’s integrity, fairness, and reliability—beyond just testing. Trust matters. Learn more: qualiron.com/qa-services/ar… #AITrust #MLTesting #BiasDetection #Qualiron

qualiron's tweet image. Accuracy isn’t assurance. Behind 90% scores, bias, data drift, and failures can hide. At Qualiron, we validate your AI’s integrity, fairness, and reliability—beyond just testing. Trust matters. Learn more: qualiron.com/qa-services/ar…
#AITrust #MLTesting #BiasDetection #Qualiron

AI can break in production. At Qualiron, we test intelligence — not just code. ✅ Model performance ✅ Real-world inputs ✅ Drift & bias detection Keep your AI reliable. Learn more: qualiron.com/qa-services/ar… #AIQuality #MLTesting #AIAssurance #QualironQA

qualiron's tweet image. AI can break in production. At Qualiron, we test intelligence — not just code.
✅ Model performance
✅ Real-world inputs
✅ Drift & bias detection
Keep your AI reliable. Learn more: qualiron.com/qa-services/ar…
#AIQuality #MLTesting #AIAssurance #QualironQA

Model drift can impact AI/ML predictions over time. Early detection through continuous monitoring and smart retraining keeps models accurate and reliable. Learn how AI/ML testing helps maintain performance: qualiron.com/qa-services/ar… #AI #MLTesting #MLOps #Qualiron

qualiron's tweet image. Model drift can impact AI/ML predictions over time. Early detection through continuous monitoring and smart retraining keeps models accurate and reliable.
Learn how AI/ML testing helps maintain performance: qualiron.com/qa-services/ar…

#AI #MLTesting #MLOps #Qualiron
qualiron's tweet image. Model drift can impact AI/ML predictions over time. Early detection through continuous monitoring and smart retraining keeps models accurate and reliable.
Learn how AI/ML testing helps maintain performance: qualiron.com/qa-services/ar…

#AI #MLTesting #MLOps #Qualiron
qualiron's tweet image. Model drift can impact AI/ML predictions over time. Early detection through continuous monitoring and smart retraining keeps models accurate and reliable.
Learn how AI/ML testing helps maintain performance: qualiron.com/qa-services/ar…

#AI #MLTesting #MLOps #Qualiron
qualiron's tweet image. Model drift can impact AI/ML predictions over time. Early detection through continuous monitoring and smart retraining keeps models accurate and reliable.
Learn how AI/ML testing helps maintain performance: qualiron.com/qa-services/ar…

#AI #MLTesting #MLOps #Qualiron

Last day to use the FREE code! Take the course over 4k data scientists and developers have signed up for. The AI Quality Workshop - free! Sign up now, start whenever. Expires soon! loom.ly/OlvQbvc Code: SPRINGTRUERA #MLEval #MLtesting #MLOps #debugML #MLtest

truera_ai's tweet image. Last day to use the FREE code!

Take the course over 4k data scientists and developers have signed up for.

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Code: SPRINGTRUERA

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Learn how to test and evaluate #ML models - FREE. AI Quality Workshop, free with code. Register now, start whenever. Code AIQUALITYAPRIL loom.ly/onHwmkg Limited time offer, limited supply #MLtesting #MLeval #MLOps #AIQUALITY #RAI #XAI

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truera_ai's tweet image. Learn how to test and evaluate #ML models - FREE.

AI Quality Workshop on Udemy, free with code.

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Free code: AIQUALITYAPRIL

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AI Quality Workshop - Testing and Debugging ML Models has now surpassed 1k students on Udemy! This highly rated course has also been added to Udemy Business - so anyone with Udemy Business can take it for free! loom.ly/Y-oaYMY #MLOps #MLtesting #MLdebugging #AIQuality

truera_ai's tweet image. AI Quality Workshop - Testing and Debugging ML Models has now surpassed 1k students on Udemy!

This highly rated course has also been added to Udemy Business - so anyone with Udemy Business can take it for free!

loom.ly/Y-oaYMY

#MLOps #MLtesting #MLdebugging #AIQuality

Just 2 days left to use the code! Over 4k have registered - now you can too! The AI Quality Workshop - free! Sign up now, start whenever. Expires soon! loom.ly/OlvQbvc Code: SPRINGTRUERA #MLEval #MLtesting #MLOps #debugML #MLtest

truera_ai's tweet image. Just 2 days left to use the code!

Over 4k have registered - now you can too!

The AI Quality Workshop - free!

Sign up now, start whenever. Expires soon!
loom.ly/OlvQbvc
Code: SPRINGTRUERA

#MLEval #MLtesting #MLOps #debugML #MLtest

Last 24 hrs for this offer! Learn how to test and evaluate #ML models - FREE. AI Quality Workshop, free with code. Register now, start whenever. Code AIQUALITYAPRIL loom.ly/onHwmkg Limited time offer, limited supply #MLtesting #MLeval #MLOps #AIQUALITY #RAI #XAI

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AI Quality Workshop, free with code.

Register now, start whenever.

Code AIQUALITYAPRIL

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Limited time offer, limited supply

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