Scikit-learn Reviews

Sora Reviews

Scikit-learn mentions (40)

• Detecting Ingress Tool Transfer (T1105) with Python

  Certutil.exe or notepad.exe opening an external connection lands in rare because, fleet-wide, those processes almost never egress. Tune the <= 3 threshold to your environment size. For a more principled version, score each (process, destination) pair by frequency and treat the long tail as the hunt queue, which is the same idea behind scikit-learn's rarity-based anomaly methods without the model overhead. - Source: dev.to / about 1 month ago

• Best AI Cybersecurity Training for Security Teams: How to Pick

  Pre-configured environment. A working VM or container with Jupyter, pandas, scikit-learn, and transformers already installed. Realistic security datasets loaded. GTK Cyber students work in the Centaur VM, a free Apache 2.0 portable lab. If the first hour of training is fighting CUDA installs, the course is not ready. - Source: dev.to / about 2 months ago

• Where to Get Hands-On AI Training for Cybersecurity Professionals

  Pre-configured environment. A good course ships a VM or container with Jupyter, pandas, scikit-learn, PyTorch or transformers, and realistic security datasets loaded. GTK Cyber students work in the Centaur VM, a free Apache 2.0 portable lab. No setup tax. - Source: dev.to / 2 months ago

• How Anomaly Detection Actually Works in Security Operations

  Isolation-based models: Build random decision trees that split features. Points that are isolated quickly (short average path length across trees) are anomalies. IsolationForest in scikit-learn implements this. Handles high-dimensional feature spaces without assuming a distribution. - Source: dev.to / 3 months ago

• Building a Personalized Meal Recommendation System

  In practice, you’ll want to use libraries (like scikit-learn or TensorFlow.js for more advanced modeling), but the principle remains: find what similar users enjoy, and use that as a basis for recommendations. - Source: dev.to / 5 months ago

Sora mentions (4)

• 11th Dec 2024 — OpenAI's Kubernetes Outage Explained

  Last week, December 11th, 2024, OpenAI faced an SRE nightmare. A major platform outage lasting four hours affected ChatGPT and SORA (OpenAI's video generation model) due to faulty service deployment, bringing down their largest Kubernetes clusters to the knees. On-call engineers were locked out of the cluster, preventing them from running kubectl. - Source: dev.to / over 1 year ago

• A state of AI in 2024

  Sora, OpenAI's tool for generating video, unveiled a fairly impressive video in Japan, even if some imperfections were detected. - Source: dev.to / about 2 years ago

• Vision Transformers Need Registers

  3. Minimize cross-entropy loss between predicted and actual next tokens. (This is equivalent to trying to minimize encoding length.) ViT don't have quantization baked into the algorithm, but NNs are being moved towards quantization in general. ----- I think it's pretty interesting how closely related generation and compression are. ClosedAI's Sora[^1] model uses a denoising vision transformer, and is the... - Source: Hacker News / about 2 years ago

• StoryDiffusion: Consistent Self-Attention for Long-Range Image and Video Gen

  Did you miss the fish?[0] You should see the error in first viewing What about the woman with glasses? Her face literally "jumps"[1] Same with this guy's hands[2] Interesting, we notice that [1] has "sora" in the name though I think it is a reference to the main image on sora[3] Not sure if the gallery is weird to anyone else, but it doesn't exactly show new images and the position indicator is wonky. The thing... - Source: Hacker News / about 2 years ago