“gambleresearch.. (gigi and rodger maybe possibly” I‘d call them RandomSampling, ngl. 👀

SQL Tip Of The Day Use NEWID() for Random Sampling SELECT TOP 10 * FROM Employees ORDER BY NEWID(); Super useful for QA or demo data pulls. Do you use NEWID() like this? #SQLTips #RandomSampling #QAData #LearnSQL

Representative Random Sampling of Chemical Space 1. A novel method for unbiased random sampling of chemical space has been introduced by Monterrubio-Chanca and von Rudorff. This method allows for the generation of representative samples without the need to enumerate all constituent molecules, addressing a significant challenge in chemical space exploration. 2. The approach is applicable to molecules that can be represented as graphs and is efficient even for molecules with up to 30 atoms. It leverages integer partitioning and Markov Chain Monte Carlo (MCMC) sampling to estimate the number of molecules in any custom chemical space. 3. The study highlights the limitations of current databases, which often exhibit substantial bias due to the subset of chemical space they consider. The new method provides a way to estimate the representativeness of these databases and establishes a necessary criterion for their size to be truly representative. 4. The authors validate their method by comparing it with existing databases such as ANI-1, QM9, and GDB-13. They find that these databases, while extensive, do not fully capture the diversity of their underlying chemical spaces, indicating the potential for improved data collection and analysis. 5. The method’s ability to generate unbiased samples could enhance machine learning models by providing more diverse and representative training data. This could lead to better generalization and transferability of these models to new chemical systems. 6. Future work may focus on refining the method to handle larger molecules and more complex chemical spaces. The potential for discovering new compounds and understanding chemical processes more comprehensively is a significant step forward in the field of computational chemistry. 📜Paper: arxiv.org/abs/2508.20609v1 #ChemicalSpace #RandomSampling #MachineLearning #ComputationalChemistry #DataRepresentation

randomsampling and ferraryshekalia

Randomsampling poham panerjee in the mud 🤣🤣🤣🤣🤣🤣

Random sampling of input data can enhance AI accuracy. Use varied samples for representative insights. #RandomSampling #AIInsights $AIMASTER

DATA: 8% of slope users in Les Arcs during Christmas week were snowboarding. N=700, #randomsampling. The highest % recorded was back in April 2013, at 17% #funfacts

Random sampling: A powerful way to represent a larger population with a smaller group Learn how this foundational technique in statistics allows researchers to make accurate predictions without studying every individual #Key2STATS #RandomSampling #Statistics #DataScience

F# 9 に null 許容参照型が追加 | InfoWorld #FSharp9 #NullableReferenceTypes #RandomSampling #DotNet9 prompthub.info/67904/

Step 4 – Split Your Audience For reliable results, split your audience into random groups: Group A (control) and Group B (variant). This ensures you avoid bias and that the results are statistically valid. #RandomSampling #ABTesting #DataAnalysis

Will I find a pot of gold at the end of my random sample in PySpark? Source: devhubby.com/thread/how-to-p… #DataSampling #DataProcessing #RandomSampling #DataFrames #dataframe #data

✅ Must Read Random Sampling Types 🧮 Learn more about the  technique, it's aims and the advantages 🌐 From this link: fadic.net/random-sampling-ty… #Research #Sampling #RandomSampling

✅ Must Read Random Sampling Types 🧮 Learn more about the  technique, it's aims and the advantages 🌐 From this link: fadic.net/random-sampling-ty… #Research #Sampling #RandomSampling

✅ Must Read Random Sampling Types 🧮 Learn more about the  technique, it's aims and the advantages 🌐 From this link: fadic.net/random-sampling-ty… #Research #Sampling #RandomSampling

Receding Horizon-Based Infotaxis With Random Sampling for Source Search and Estimation in Complex Environments: lausr.org/dashboard/?doi=10.… #randomsampling #recedinghorizon

Wondering how researchers ensure fair and unbiased results? #RandomSampling—a key #statisticaltechnique where every population member has an equal chance of selection. It helps in making accurate generalizations from sample analysis! #DataAnalysis youtube.com/shorts/_l1f--gVm…

Top Health Laws & Policy Updates 24 September 2024 Dear Readers, we are happy to share the most interesting legal and policy updates concerning health industry that we read today. We hope you enjoy reading it. #Drugs #ClinicalTrials #AmendedRules #Notification India’s Health Ministry has notified the New Drugs and Clinical Trials (Amendment) Rules, 2024 which will take effect from1st April, 2025.These amended rules outlines the requirements for registration of the Clinical Research Organizations. Source: bit.ly/4ddpX81 #Food #TirupatiLadoo #AnimalFat #ShowCauseNotice #Notice India’s Central Food Regulator (FSSAI), has issued a show cause notice to a Tamil Nadu-based company that supplied ghee for making laddoos (prasadam) at the Tirupati Balaji temple, following the detection of animal fat in the laddoos. The company is required to respond to the charges by 23rd September, 2024, failing which appropriate action will be taken against them. Source: bit.ly/3BheNln #MedicalDevices #RandomSampling #RiskBasedApproch #Quality #Policy The Government of India is reportedly planning to adopt a risk-based approach for monitoring the quality of imported consignments of medical devices at ports. This will involve random sampling of consignments of medical devices and testing of entire cargoes in case of critical diagnostic kits. Source: bit.ly/3BhePtv #Drugs #Spurious #ActualManufacturer #CDSCO #Notification India’s central health regulator has declared five samples of drugs to be spurious based on the physical comparison and analytical tests done by the manufacturers and on the reports from State Licensing Authorities. The actual manufacturers, as claimed on the labels, have stated that they are not the actual manufacturers of these drugs and the drugs are spurious. Source: bit.ly/3XTfUjP #Trade #Export #Import #HBP #Amendment #Notification India’s Directorate General of Foreign Trade (DGFT) has amended Chapter 5 of the Handbook of Procedures (HBP) 2023 under the Export Promotion Capital Goods (EPCG) Scheme. The EPCG Scheme, which allows pharma industry to import capital goods duty-free for producing quality goods and services to boost exports, has been updated to streamline its reporting requirements. The amendment eliminates the previous requirement for annual reporting of Export Obligation (EO) fulfilment and has been replaced with a periodic reporting system. Source: bit.ly/4dkMUWC

✅ Must Read Random Sampling Types 🧮 Learn more about the  technique, it's aims and the advantages 🌐 From this link: fadic.net/random-sampling-ty… #Research #Sampling #RandomSampling

✅ Must Read Random Sampling Types 🧮 Learn more about the  technique, it's aims and the advantages 🌐 From this link: fadic.net/random-sampling-ty… #Research #Sampling #RandomSampling

✅ Must Read Random Sampling Types 🧮 Learn more about the  technique, it's aims and the advantages 🌐 From this link: fadic.net/random-sampling-ty… #Research #Sampling #RandomSampling