Muhammet Furkan Küpçü

Dear all, Feeling happy to be able to share our latest research paper, 'Comparison of Different Machine Learning Techniques in River Flow Prediction' with you. In this study, led by Mehmet Akif Cifci et al., we explored different machine learning techniques to predict river flow rates. We tested models like Linear Regression, Support Vector Regression, Decision Trees, Random Forest, and Extra Trees. What made our approach unique was combining these methods with Wavelet Transform to improve prediction accuracy. Well some key points: -Accurate river flow prediction is essential for better water resource planning, especially with the challenges posed by climate change and population growth. The method: We analyzed data from Tagar Stream Küçükkumluk and Porsuk Stream Porsuk Çiftliği stations in Turkey. The Results: The hybrid model we developed significantly improved prediction accuracy, with up to 25% better performance in some cases. This research could be a game-changer for hydrology and water management. If you're interested in machine learning applications or environmental science, you might find our findings useful. Link: https://lnkd.in/djX56t8K

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3 languages changing data science - Python, Julia, and Rust are three leading languages for data science, but each has different strengths. Here's what you need to know from Serdar Yegulalp at InfoWorld https://lnkd.in/dFARKgwK

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"We put the human condition at the center of everything. Algorithms come later. That's what's different about us. We look for ways to better relationships among people and we call it software." (School's Out) 😊 "School's Out A-Team" Talha Berkay Eren [turns dreams into realities] İrem CANSU [simplifies everything] Emirhan TALA [creates systems of systems of people] Büşra Nimet Oğuz [catches murderers] Erol Bozkurt [has fun as the prime mover] "Consultants" Tolga Bildirici [turns startups to firms] Yuksel Korukcu [turns apps to pro apps] Erdinç KÜTÜK [turns apps to pro apps] Senol Dikyurt [turns fans to customers] "Information Base" Status = https://lnkd.in/dVJyYi6U Brochure = https://lnkd.in/dzntguC9 Poster = https://lnkd.in/d8hgQiBX "Contact Information" schoolsout@mikimoka.com #mikimoka #schoolsout #managementissuesincomputersciences #miics #appsfortroublemakers #a4t #a4e #somethingfromnothing #socialexperiments #culturalterraforming #alternatereality #letsgetemotional #moody #verdict #notung #emotionalagility #emotionalagilitydash #ead #maddeningmove #uili #softwareengineering #anthropology #psychology #ethics #art #literature #strategy #fvy #fvys

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"Sometimes, when watching a TV show... it hits you. You can never be a single project kind of person. You are a million-project kind of person." (School's Out) 😊 "School's Out A-Team" Talha Berkay Eren [turns dreams into realities] İrem CANSU [simplifies everything] Emirhan TALA [creates systems of systems of people] Büşra Nimet Oğuz [catches murderers] Erol Bozkurt [has fun as the prime mover] "Consultants" Tolga Bildirici [turns startups to firms] Yuksel Korukcu [turns apps to pro apps] Erdinç KÜTÜK [turns apps to pro apps] Senol Dikyurt [turns fans to customers] "Information Base" Status = https://lnkd.in/dVJyYi6U Brochure = https://lnkd.in/dzntguC9 Poster = https://lnkd.in/d8hgQiBX "Contact Information" schoolsout@mikimoka.com #mikimoka #schoolsout #managementissuesincomputersciences #miics #appsfortroublemakers #a4t #a4e #somethingfromnothing #socialexperiments #culturalterraforming #alternatereality #letsgetemotional #moody #verdict #notung #emotionalagility #emotionalagilitydash #ead #maddeningmove #uili #softwareengineering #anthropology #psychology #ethics #art #literature #strategy #fvy #fvys #norm #norminst #norminstitute

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https://lnkd.in/gtvuyjx5 Article Title: Shrinkage Parameters for Each Explanatory Variable Found Via Particle Swarm Optimization in Ridge Regression Author(s): Eren Bas*, Erol Egrioglu and Vedide Rezan Uslu Journal: Trends in Computer Science and Information Technology Journal ISSN: 2641-3086 Abstract: Ridge regression method is an improved method when the assumptions of independence of the explanatory variables cannot be achieved, which is also called multicollinearity problem, in regression analysis. One of the way to eliminate the multicollinearity problem is to ignore the unbiased property of. β Ridge regression estimates the regression coefficients biased in order to decrease the variance of the regression coefficients. One of the most important problems in ridge regression is to decide what the shrinkage parameter (k) value will be. This k value was found to be a single value in almost all these studies in the literature. In this study, different from those studies, we found different k values corresponding to each diagonal elements of variance-covariance matrix of instead of a single value of k by using a new algorithm based on particle swarm optimization. To evaluate the performance of our proposed method, the proposed method is firstly applied to real-life data sets and compared with some other studies suggested in the ridge regression literature. Finally, two different simulation studies are performed and the performance of the proposed method with different conditions is evaluated by considering other studies suggested in the ridge regression literature. #Ridgeregression #Shrinkageparameters #Particleswarmoptimization #Engineering #MechanicalEngineering #ElectricalEngineering #CivilEngineering #ChemicalEngineering #ComputerEngineering #SoftwareEngineering #AerospaceEngineering #BiomedicalEngineering #EnvironmentalEngineering #StructuralEngineering #IndustrialEngineering #MaterialsEngineering #SystemsEngineering #Robotics #Peertechz #PeertechzPublications #Nanotechnology #RenewableEnergy #EngineeringDesign #EngineeringManagement #ManufacturingEngineering #AutomotiveEngineering #TelecommunicationsEngineering #Mechatronics #EngineeringMechanics #ControlSystems

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"How do you pick A over B? Simple. It must feel like the missing bit... you weren't aware of until this minute." (School's Out) 😊 "School's Out A-Team" Talha Berkay Eren [turns dreams into realities] İrem CANSU [simplifies everything] Emirhan TALA [creates systems of systems of people] Büşra Nimet Oğuz [catches murderers] Erol Bozkurt [has fun as the prime mover] "Consultants" Tolga Bildirici [turns startups to firms] Yuksel Korukcu [turns apps to pro apps] Erdinç KÜTÜK [turns apps to pro apps] Senol Dikyurt [turns fans to customers] "Information Base" Status = https://lnkd.in/dVJyYi6U Brochure = https://lnkd.in/dzntguC9 Poster = https://lnkd.in/d8hgQiBX "Contact Information" schoolsout@mikimoka.com #mikimoka #schoolsout #managementissuesincomputersciences #miics #appsfortroublemakers #a4t #a4e #somethingfromnothing #socialexperiments #culturalterraforming #alternatereality #letsgetemotional #moody #verdict #notung #emotionalagility #emotionalagilitydash #ead #maddeningmove #uili #softwareengineering #anthropology #psychology #ethics #art #literature #strategy #fvy #fvys

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"28 Days Later" a lot of things will change including who you are. (School's Out) 😊 "School's Out A-Team" Talha Berkay Eren [turns dreams into realities] İrem CANSU [simplifies everything] Emirhan TALA [creates systems of systems of people] Büşra Nimet Oğuz [catches murderers] Erol Bozkurt [has fun as the prime mover] "Consultants" Tolga Bildirici [turns startups to firms] Yuksel Korukcu [turns apps to pro apps] Erdinç KÜTÜK [turns apps to pro apps] Senol Dikyurt [turns fans to customers] "Information Base" Status = https://lnkd.in/dVJyYi6U Brochure = https://lnkd.in/dzntguC9 Poster = https://lnkd.in/d8hgQiBX "Contact Information" schoolsout@mikimoka.com #mikimoka #schoolsout #managementissuesincomputersciences #miics #appsfortroublemakers #a4t #a4e #somethingfromnothing #socialexperiments #culturalterraforming #alternatereality #letsgetemotional #moody #verdict #notung #emotionalagility #emotionalagilitydash #ead #maddeningmove #uili #softwareengineering #anthropology #psychology #ethics #art #literature #strategy #fvy #fvys

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"Skip the machines. Go where the people are. That's where software is born." (School's Out) 😊 "School's Out A-Team" Talha Berkay Eren [turns dreams into realities] İrem CANSU [simplifies everything] Emirhan TALA [creates systems of systems of people] Büşra Nimet Oğuz [catches murderers] Erol Bozkurt [has fun as the prime mover] "Consultants" Tolga Bildirici [turns startups to firms] Yuksel Korukcu [turns apps to pro apps] Erdinç KÜTÜK [turns apps to pro apps] Senol Dikyurt [turns fans to customers] "Information Base" Status = https://lnkd.in/dVJyYi6U Brochure = https://lnkd.in/dzntguC9 Poster = https://lnkd.in/d8hgQiBX "Contact Information" schoolsout@mikimoka.com #mikimoka #schoolsout #managementissuesincomputersciences #miics #appsfortroublemakers #a4t #a4e #somethingfromnothing #socialexperiments #culturalterraforming #alternatereality #letsgetemotional #moody #verdict #notung #emotionalagility #emotionalagilitydash #ead #maddeningmove #uili #softwareengineering #anthropology #psychology #ethics #art #literature #strategy #fvy #fvys

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Smart labs/intelligent labs may have become buzz words in the industry. But designing and operating smart labs that incorporate data science and utilize cutting-edge equipment is a necessity to ensure you are maximizing the efficiency of your lab operations. Join US Lab Partners LLC CEO Demet Aybar and Elemental Machines Founder Sridhar Iyengar for a LinkedIn live conversation "Building a Smart Lab: Integrating Data Science for Peak Performance" on Friday, July 26 from 10am-11am EST. Register via the link in the comments below. We look forward to seeing you there and please bring your questions about smart labs! #SmartLab #DataAnalytics #Innovation #IOT #LabOps #FacilitiesOps #DigitalTransformation #IntelligentLabs

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📢The AI Projects #8 Showcase is almost here! Let's take a look at the second project! The "Predicting protein-protein interactions from Foldseek Sequence using NLP Methods" project by Kayra Kösoğlu, Mehmet Anıl TAYSİ, Simge Şenyüz explores a fascinating approach to this crucial area of research. 🔬💫 "Proper protein-protein interactions are vital to a healthy body. Any abnormality in protein interactions may lead to diseases. In this study, we addressed the challenge of predicting these interactions using structure-enhanced sequences of proteins (which contain 3D information in 1D format) to solve the protein-protein interaction problem. To do so, we utilized a variety of deep learning architectures ranging from 1D-CNNs to GCNs." 🗓️ Mark your calendars for May 18th at Beykoz Kundura. 🔗 Spaces are limited! Apply by May 10th via the link below. https://lnkd.in/dUJButRv

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I have learned Loading Data in Pandas, Plotting Data with Matplotlib and Different Types of Plots from this course, and I believe I have improved myself in this field.

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"At its best minimalism becomes unintelligible to most, but the ones who get it are mesmerized by it. It's like seeing an alternate universe." (School's Out) 😊 "School's Out A-Team" Talha Berkay Eren [turns dreams into realities] İrem CANSU [simplifies everything] Emirhan TALA [creates systems of systems of people] Büşra Nimet Oğuz [catches murderers] Erol Bozkurt [has fun as the prime mover] "Consultants" Tolga Bildirici [turns startups to firms] Yuksel Korukcu [turns apps to pro apps] Erdinç KÜTÜK [turns apps to pro apps] Senol Dikyurt [turns fans to customers] "Information Base" Status = https://lnkd.in/dVJyYi6U Brochure = https://lnkd.in/dzntguC9 Poster = https://lnkd.in/d8hgQiBX "Contact Information" schoolsout@mikimoka.com #mikimoka #schoolsout #managementissuesincomputersciences #miics #appsfortroublemakers #a4t #a4e #somethingfromnothing #socialexperiments #culturalterraforming #alternatereality #letsgetemotional #moody #verdict #notung #emotionalagility #emotionalagilitydash #ead #maddeningmove #uili #softwareengineering #anthropology #psychology #ethics #art #literature #strategy #fvy #fvys

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"Sometimes, it really doesn't matter which path you pick, granted you keep on moving." (School's Out) 😊 "School's Out A-Team" Talha Berkay Eren [turns dreams into realities] İrem CANSU [simplifies everything] Emirhan TALA [creates systems of systems of people] Büşra Nimet Oğuz [catches murderers] Erol Bozkurt [has fun as the prime mover] "Consultants" Tolga Bildirici [turns startups to firms] Yuksel Korukcu [turns apps to pro apps] Erdinç KÜTÜK [turns apps to pro apps] Senol Dikyurt [turns fans to customers] "Information Base" Status = https://lnkd.in/dVJyYi6U Brochure = https://lnkd.in/dzntguC9 Poster = https://lnkd.in/d8hgQiBX "Contact Information" schoolsout@mikimoka.com #mikimoka #schoolsout #managementissuesincomputersciences #miics #appsfortroublemakers #a4t #a4e #somethingfromnothing #socialexperiments #culturalterraforming #alternatereality #letsgetemotional #moody #verdict #notung #emotionalagility #emotionalagilitydash #ead #maddeningmove #uili #softwareengineering #anthropology #psychology #ethics #art #literature #strategy #fvy #fvys

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"The most critical questions cannot be formulated within the borders of your notion of reality" (School's Out) 😊 "School's Out A-Team" Talha Berkay Eren [turns dreams into realities] İrem CANSU [simplifies everything] Emirhan TALA [creates systems of systems of people] Büşra Nimet Oğuz [catches murderers] Erol Bozkurt [has fun as the prime mover] "Consultants" Tolga Bildirici [turns startups to firms] Yuksel Korukcu [turns apps to pro apps] Erdinç KÜTÜK [turns apps to pro apps] Senol Dikyurt [turns fans to customers] "Information Base" Status = https://lnkd.in/dVJyYi6U Brochure = https://lnkd.in/dzntguC9 Poster = https://lnkd.in/d8hgQiBX "Contact Information" schoolsout@mikimoka.com #mikimoka #schoolsout #managementissuesincomputersciences #miics #appsfortroublemakers #a4t #a4e #somethingfromnothing #socialexperiments #culturalterraforming #alternatereality #letsgetemotional #moody #verdict #notung #emotionalagility #emotionalagilitydash #ead #maddeningmove #uili #softwareengineering #anthropology #psychology #ethics #art #literature #strategy #fvy #fvys

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🚀 Exciting News! 🚀 I am thrilled to announce that my dataset, MMLU-tr-v0.2, has surpassed an incredible milestone with over 120K downloads on Hugging Face! 🎉 This makes it the #1 most downloaded Turkish dataset on the platform! MMLU-tr-v0.2 is a crucial subset of the 6 benchmarks used to evaluate Turkish LLMs across various benchmarks. Here's to more milestones and advancements in Turkish NLP! 🇹🇷✨ Dataset link: https://lnkd.in/d5S2zDnH #NLP #AI #MachineLearning #TurkishDataset #Benchmark #HuggingFace

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"Sometimes, it takes a lifetime to understand it's you who should do something, not bitch all the way to your funeral". (School's Out) 😊 "School's Out A-Team" Talha Berkay Eren [turns dreams into realities] İrem CANSU [simplifies everything] Emirhan TALA [creates systems of systems of people] Büşra Nimet Oğuz [catches murderers] Erol Bozkurt [has fun as the prime mover] "Consultants" Tolga Bildirici [turns startups to firms] Yuksel Korukcu [turns apps to pro apps] Erdinç KÜTÜK [turns apps to pro apps] Senol Dikyurt [turns fans to customers] "Information Base" Status = https://lnkd.in/dVJyYi6U Brochure = https://lnkd.in/dzntguC9 Poster = https://lnkd.in/d8hgQiBX "Contact Information" schoolsout@mikimoka.com #mikimoka #schoolsout #managementissuesincomputersciences #miics #appsfortroublemakers #a4t #a4e #somethingfromnothing #socialexperiments #culturalterraforming #alternatereality #letsgetemotional #moody #verdict #notung #emotionalagility #emotionalagilitydash #ead #maddeningmove #uili #softwareengineering #anthropology #psychology #ethics #art #literature #strategy #fvy #fvys

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"Role models help. Dr. Evil was a great mentor for the first phase of our project. Now that it's all about programming, we need a wilder guy." (School's Out) 😊 "School's Out A-Team" Talha Berkay Eren [turns dreams into realities] Burçak Çam [makes communities] Yağız Öztürk [handles first contacts] İrem CANSU [simplifies everything] Emirhan TALA [creates systems of systems of people] Büşra Nimet Oğuz [catches murderers] Erol Bozkurt [has fun as the prime mover] "Consultants" Tolga Bildirici [turns startups to firms] Yuksel Korukcu [turns apps to pro apps] Erdinç KÜTÜK [turns apps to pro apps] Senol Dikyurt [turns fans to customers] "Information Base" Status = https://lnkd.in/dVJyYi6U Brochure = https://lnkd.in/dzntguC9 Poster = https://lnkd.in/d8hgQiBX "Contact Information" schoolsout@mikimoka.com #mikimoka #schoolsout #managementissuesincomputersciences #miics #appsfortroublemakers #a4t #a4e #somethingfromnothing #socialexperiments #culturalterraforming #alternatereality #letsgetemotional #moody #verdict #notung #emotionalagility #emotionalagilitydash #ead #maddeningmove #uili #softwareengineering #anthropology #psychology #ethics #art #literature #strategy #fvy #fvys

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Managing ML models from experimentation to production can be quite challenging! 🧠🤖💥 Inspired by the recent problems we faced on one of our projects at #hepsiburada as Search-Algorithms data science Team, I decided to share the problem we faced along with the lessons we learned about handling ML environments in a medium article. 🚀 I hope this piece provides some valuable insights for anyone working on a data science or machine learning project. I’d love to hear your thoughts! 💡💬 https://lnkd.in/gxP9sdvQ #Hepsiburada #MachineLearning #MLOps #DataScience #MLSystemDesign #hnswlib #core_dump

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