Scikit-learn Reviews

Digger 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 2 months 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 / 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

Digger mentions (13)

• Show HN: Tf-dialect: Teach AI agents your org's Terraform standards via MCP

  Hey HN - I am working on a terraform automation tool [1] and have been observing that a lot of our users are now using coding agents in their workflows, even for infra tasks. Obviously, this means a lot of terraform is being generated by coding agents, and while this is great for greenfield setups, most teams already have conventions in place. My colleague was speaking to a friend earlier today, who mentioned that... - Source: Hacker News / 8 months ago

• OpenTofu 1.7.0 is out with State Encryption, Dynamic Provider-defined Functions

  None of these are a replacement of Terraform Cloud (recently rebranded to HCP Terraform). For example, when you create a PR, it could affect multiple workspaces. The new experimental version of TFC/TFE (I refuse to call it HCP!) implements Stacks, which is something like a workflow, and links one workspace output to other workspace inputs. None of the open-source solutions, including the paid Digger [0], support... - Source: Hacker News / about 2 years ago

• Call for a new public facing “validation metric” for Commercial OSS startups

  I'm part of the founding team at Digger, an Open Source Terraform Enterprise alternative. For the past few days, I have been wanting to talk about why the usual metrics in Commercial Open Source just don't cut it anymore. Source: about 3 years ago

• publish terraform file to build artifacts in CI?

  Depending on the organisation, it is not always a good idea to make assumptions on what another team will be doing to use your module. Don't get me wrong, there are attempts at making cross-platform workflows like digger.dev, or RedHat who have recently released an ansible playbook that runs terraform (so in theory you'd only need ansible then) but at the very minimum, be aware if you tightly integrate your... Source: about 3 years ago

• Want to start an OSS bounty program - how do we structure it?

  We are building an open source terraform cloud alternative (https://digger.dev/) and are looking to start a bounty program. Source: over 3 years ago