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ML Courses 2026: top for junior

https://sudonull.com/ml-courses-2026-top-for-junior

Choose a machine learning course to start in IT. Comparison of 6 programs: prices, durations, Python/PyTorch skills, MLOps. Salaries from 130k rub. Start learning and enter the profession.

ML IDS with Suricata: training models for cybersecurity

https://sudonull.com/ml-ids-with-suricata-training-models-for-cybersecurity

Explore how Suricata IDS can be used for labeling datasets and training machine learning models for intrusion detection systems (ML IDS), improving the effectiveness of protection against cyberattacks in real networks.

ML in trading: why it doesn't predict prices

https://sudonull.com/ml-in-trading-why-it-doesn-t-predict-prices

Learn why neural networks don't forecast the stock market, but solve tasks of signal filtering and order execution. Practical tips on ML for algo traders. Avoid errors in data and tests.

Diversity of errors beats quality in ML ensembles

https://sudonull.com/diversity-of-errors-beats-quality-in-ml-ensembles

Learn why weak models in ensembles give MAE 8.5 vs 9.5 strong ones. Experiment on time series, selection recommendations. For ML specialists.

From other projects

EMA approved Jascayd: the first drug for the treatment of pulmonary fibrosis

https://ymaho.com/ema-approved-jascayd-the-first-drug-for-the-treatment-of-pulmonary-fibrosis

EMA has approved for the first time Jascayd (nerandomilast) for the treatment of idiopathic and progressive pulmonary fibrosis. Advantage of 68.8 mL, mortality reduction of 43%. Learn about the breakthrough in pulmonology.

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