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Towards Data ScienceShared Nearest Neighbors (SNN) — A distance metric that can improve prediction, clustering, and outlier detection in datasets with many dimensions and with varying densities. Read more from W Brett Kennedy now!<a href="https://me.dm/tags/Clustering" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Clustering</a> <a href="https://me.dm/tags/AnomalyDetection" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#AnomalyDetection</a> <a href="https://towardsdatascience.com/shared-nearest-neighbors-a-more-robust-distance-metric-064d7f99ffb7" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://towardsdatascience.com/shared-nearest-neighbors-a-more-robust-distance-metric-064d7f99ffb7</a>

Tao of MacKQLKusto Query Language (KQL) is a powerful query language that is used to query Azure Data Explorer (ADX) and Azure Monitor log data. KQL is used to query data in tables, summarize d(...)<a href="https://botsin.space/tags/adx" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#adx</a> <a href="https://botsin.space/tags/anomalydetection" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#anomalydetection</a> <a href="https://botsin.space/tags/azure" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#azure</a> <a href="https://botsin.space/tags/kql" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#kql</a> <a href="https://botsin.space/tags/kusto" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#kusto</a><a href="https://taoofmac.com/space/dev/kql" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://taoofmac.com/space/dev/kql</a>

Ben Lorica 罗瑞卡🆕 Newsletter 🚀 Dive into the world of AI security! Discover essential strategies to shield your generative AI apps from prompt injection risks. Stay ahead in the AI safety game! <a href="https://indieweb.social/tags/GenerativeAI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#GenerativeAI</a> <a href="https://indieweb.social/tags/LLMs" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#LLMs</a> <a href="https://indieweb.social/tags/PromptInjection" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#PromptInjection</a> <a href="https://indieweb.social/tags/Cybersecurity" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Cybersecurity</a> <a href="https://indieweb.social/tags/EthicalAI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#EthicalAI</a> <a href="https://indieweb.social/tags/ResponsibleAI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ResponsibleAI</a> <a href="https://indieweb.social/tags/AISafety" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#AISafety</a> <a href="https://indieweb.social/tags/AnomalyDetection" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#AnomalyDetection</a> <a href="https://indieweb.social/tags/WeatherForecasting" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#WeatherForecasting</a> <a href="https://indieweb.social/tags/GraphNeuralNetworks" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#GraphNeuralNetworks</a> <a href="https://indieweb.social/tags/DeepLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#DeepLearning</a> <a href="https://indieweb.social/tags/ClimateChange" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ClimateChange</a> <a href="https://gradientflow.substack.com/p/securing-ai-addressing-the-emerging" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://gradientflow.substack.com/p/securing-ai-addressing-the-emerging</a>

Anita Graser 🇪🇺🇺🇦🇬🇪It's been a pleasure to present our <a href="https://fosstodon.org/tags/DeepLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#DeepLearning</a> from Trajectory Data review paper at <a href="https://fosstodon.org/tags/BMDA2023" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#BMDA2023</a> <a href="https://www.datastories.org/bmda23/BMDA23Program.html" rel="nofollow noopener noreferrer" target="_blank">https://www.datastories.org/bmda23/BMDA23Program.html</a>Our review covers 8 use cases: 1. <a href="https://fosstodon.org/tags/LocationClassification" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#LocationClassification</a> 2. <a href="https://fosstodon.org/tags/ArrivalTimePrediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ArrivalTimePrediction</a> 3. <a href="https://fosstodon.org/tags/TrafficFlow" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#TrafficFlow</a> <a href="https://fosstodon.org/tags/prediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#prediction</a> 4. <a href="https://fosstodon.org/tags/Trajectory" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Trajectory</a> prediction 5. Trajectory <a href="https://fosstodon.org/tags/classification" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#classification</a> 6. Next location prediction 7. <a href="https://fosstodon.org/tags/AnomalyDetection" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#AnomalyDetection</a> 8. <a href="https://fosstodon.org/tags/SyntheticDataGeneration" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#SyntheticDataGeneration</a>The price for most surprising approach 🏆 goes to natural language <a href="https://fosstodon.org/tags/NLP" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#NLP</a> <a href="https://fosstodon.org/tags/Transfomers" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Transfomers</a> for <a href="https://fosstodon.org/tags/Traffic" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Traffic</a> volume prediction<a href="https://fosstodon.org/tags/EDBT2023" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#EDBT2023</a>

Tero Keski-ValkamaI have this long-term <a href="https://rukii.net/tags/project" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#project</a> of applying <a href="https://rukii.net/tags/DifferentiableComputing" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#DifferentiableComputing</a> and <a href="https://rukii.net/tags/DeepLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#DeepLearning</a> to <a href="https://rukii.net/tags/industrial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#industrial</a> <a href="https://rukii.net/tags/AnomalyDetection" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#AnomalyDetection</a>.I have created a <a href="https://rukii.net/tags/simulation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#simulation</a> of a <a href="https://rukii.net/tags/FlexibleManufacturingSystem" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#FlexibleManufacturingSystem</a> for benchmarking on <a href="https://rukii.net/tags/uncorrelated" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#uncorrelated</a> <a href="https://rukii.net/tags/ProcessTraces" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ProcessTraces</a>, or <a href="https://rukii.net/tags/interlaced" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#interlaced</a> <a href="https://rukii.net/tags/EventLogs" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#EventLogs</a>, and have some approaches to solve this under work.If you're interested in this from the perspective of research, collaboration, investment or just general curiosity, please let's get in touch!

_Veronica_If you ever used our <a href="https://infosec.exchange/@stratosphere" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@stratosphere</a> malware datasets, we have good news! Under my direction, we will be actively working on improving all our datasets to make them better and more accessible to the community.These datasets are unique in many ways and we look to make them even better. If you have suggestions, ideas, would-be-nice comments, use cases, or any comments in general we would love to hear about it! These datasets were initially created to aid machine learning researchers in developing new and better models to identify malicious behaviors in the network. When we started, there were few datasets out there with real malware network traffic that lasted longer than just a few minutes. <a href="https://mcfp.felk.cvut.cz/publicDatasets/" rel="nofollow noopener noreferrer" target="_blank">https://mcfp.felk.cvut.cz/publicDatasets/</a><a href="https://infosec.exchange/tags/networksecurity" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#networksecurity</a> <a href="https://infosec.exchange/tags/malwaretraffic" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#malwaretraffic</a> <a href="https://infosec.exchange/tags/machinelearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#machinelearning</a> <a href="https://infosec.exchange/tags/datascience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#datascience</a> <a href="https://infosec.exchange/tags/cybersecurity" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#cybersecurity</a> <a href="https://infosec.exchange/tags/maliciousbehaviors" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#maliciousbehaviors</a> <a href="https://infosec.exchange/tags/datasets" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#datasets</a> <a href="https://infosec.exchange/tags/networktrafficanalysis" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#networktrafficanalysis</a> <a href="https://infosec.exchange/tags/ml" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ml</a> <a href="https://infosec.exchange/tags/anomalydetection" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#anomalydetection</a>

yhatHello <a href="https://fosstodon.org/tags/rstats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#rstats</a> users. I work on things <a href="https://fosstodon.org/tags/timeseries" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#timeseries</a> <a href="https://fosstodon.org/tags/AnomalyDetection" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#AnomalyDetection</a> <a href="https://fosstodon.org/tags/RPackages" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#RPackages</a> <a href="https://fosstodon.org/tags/visualisation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#visualisation</a> <a href="https://fosstodon.org/tags/ggplot2" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ggplot2</a> <a href="https://fosstodon.org/tags/python" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#python</a> <a href="https://fosstodon.org/tags/datascience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#datascience</a> <a href="https://fosstodon.org/tags/Astronomy" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Astronomy</a> among other things. Hoping to connect with the <a href="https://a.gup.pe/u/rstats" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@rstats</a> community here.

Carly 🎰 Taylor“What does a <a href="https://data-folks.masto.host/tags/datascientist" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#datascientist</a> in <a href="https://data-folks.masto.host/tags/Gaming" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Gaming</a> do?” 1. <a href="https://data-folks.masto.host/tags/deeplearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#deeplearning</a> Used for so many things, from object detection to diffusion modeling for content creation. 2. <a href="https://data-folks.masto.host/tags/Reinforcementlearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Reinforcementlearning</a> Obviously RL has been a huge focus for games like StarCraft, but all games can benefit from better AI or map playability. 3. <a href="https://data-folks.masto.host/tags/Recommenders" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Recommenders</a> Recommenders can power matchmaking and in-game store fronts. 4. <a href="https://data-folks.masto.host/tags/Anomalydetection" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Anomalydetection</a> Calling all <a href="https://data-folks.masto.host/tags/cybersecurity" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#cybersecurity</a> experts! Come work in gaming!

Tero Keski-ValkamaI am a <a href="https://geeknews.chat/tags/SoftwareEngineer" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#SoftwareEngineer</a> and an <a href="https://geeknews.chat/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#AI</a> <a href="https://geeknews.chat/tags/researcher" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#researcher</a> living in a <a href="https://geeknews.chat/tags/polyamorous" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#polyamorous</a> relationship in <a href="https://geeknews.chat/tags/Benalm%C3%A1dena" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Benalmádena</a>, <a href="https://geeknews.chat/tags/M%C3%A1laga" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Málaga</a>, <a href="https://geeknews.chat/tags/Spain" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Spain</a>. I mainly post <a href="https://geeknews.chat/tags/InternationalNews" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#InternationalNews</a> and <a href="https://geeknews.chat/tags/technology" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#technology</a>.I have authored 16+ <a href="https://geeknews.chat/tags/patents" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#patents</a>, I am doing research on <a href="https://geeknews.chat/tags/Industrial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Industrial</a> <a href="https://geeknews.chat/tags/AnomalyDetection" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#AnomalyDetection</a> using <a href="https://geeknews.chat/tags/DifferentiableComputing" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#DifferentiableComputing</a> and <a href="https://geeknews.chat/tags/DeepLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#DeepLearning</a>.I hack with <a href="https://geeknews.chat/tags/SDR" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#SDR</a> and I have a <a href="https://geeknews.chat/tags/FlipperZero" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#FlipperZero</a>.I have programmed computers since I was 6 years old and they generally do what I tell them to.<a href="https://geeknews.chat/tags/introduction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#introduction</a>, <a href="https://geeknews.chat/tags/introductions" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#introductions</a>

Marko JahnkeIn the early 2000s, <a href="https://bonn.social/tags/SvenHenkel" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#SvenHenkel</a> and myself developed an <a href="https://bonn.social/tags/IDMEF" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#IDMEF</a>/ <a href="https://bonn.social/tags/IDXP" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#IDXP</a> compliant security event message pipelining framework for collecting and consolidating log messages, e.g., from network <a href="https://bonn.social/tags/IDS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#IDS</a>, and <a href="https://bonn.social/tags/EDR" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#EDR</a> products. In the messages stream, we were able to match multi-stage <a href="https://bonn.social/tags/correlation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#correlation</a> <a href="https://bonn.social/tags/DetectionRules" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#DetectionRules</a> in near real-time (in-memory), before everything was stored in a central database. Structural graph-based <a href="https://bonn.social/tags/AnomalyDetection" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#AnomalyDetection</a> was developed later by some colleagues.We called it <a href="https://bonn.social/tags/MetaIDS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#MetaIDS</a>.

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