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Smart Converter Blog

Latest insights, tutorials, and news about web formats and conversion.

Machine Learning

LeJEPA: Self-Supervised Learning Without the Heuristics Hack

LeJEPA eliminates heuristics from self-supervised learning with provable SIGReg regularization. Co-authored by Yann LeCun, it achieves SOTA results in 100 epochs with ~50 lines of core code. Learn how to stop babysitting training runs.

Bright Coding

Jun 20, 2026

Machine Learning

Why I Ditched Every PyTorch Course for mrdbourke/pytorch-deep-learning

Discover why mrdbourke/pytorch-deep-learning is the most comprehensive free PyTorch course available. With 321 videos, 10 complete sections, and a code-first philosophy, this repository takes you from tensor basics to production deployment through real milestone projects.

Bright Coding

Jun 18, 2026

Fintech

Kronos: The Secret AI Model Wall Street Doesn't Want You to See

Kronos is the first open-source foundation model for financial candlesticks, trained on 45+ global exchanges. Discover how its two-stage tokenization and Transformer architecture democratizes quantitative finance forecasting.

Bright Coding

Jun 12, 2026

Data Science

Google's Secret Time Series Weapon: TimesFM 16K Context Exposed

Discover TimesFM 2.5, Google's 200M parameter time series foundation model with 16K context length. Learn zero-shot forecasting, quantile predictions, and production deployment in this complete technical guide.

Bright Coding

Jun 08, 2026

Stop Wasting Hours on Speaker Labels: Use pyannote.audio Instead

Machine Learning

194

Stop Wasting Hours on Speaker Labels: Use pyannote.audio Instead

Discover pyannote.audio, the open-source speaker diarization toolkit with state-of-the-art pretrained models. Learn installation, code examples, benchmarks, and why it outperforms alternatives for meeting transcription, podcast analysis, and call center analytics.

Bright Coding

Jun 05, 2026

Developer Tools

Slowrun: The Insane AI Benchmark Where Compute Never Ends

Discover Slowrun, the viral AI benchmark where infinite compute meets 100M tokens. Learn how this Karpathy-endorsed project is revolutionizing language model training by prioritizing learning depth over speed, with real code examples and world record strategies.

Bright Coding

May 28, 2026

MinerU-Diffusion Kills Autoregressive OCR: 3.2x Faster

Developer Tools

160

MinerU-Diffusion Kills Autoregressive OCR: 3.2x Faster

MinerU-Diffusion replaces slow autoregressive decoding with parallel block-wise diffusion for document OCR, achieving 3.2x speedup with 99.9% relative accuracy. Complete setup guide, real code examples, and production deployment strategies inside.

Bright Coding

May 21, 2026

TRELLIS.2: Microsoft's 4B Powerhouse for Instant 3D Generation

Computer Vision

580

TRELLIS.2: Microsoft's 4B Powerhouse for Instant 3D Generation

Discover how Microsoft's TRELLIS.2 transforms 2D images into photorealistic 3D assets using revolutionary O-Voxel sparse structures. Learn installation, code examples, and pro tips in this comprehensive guide.

Bright Coding

Apr 22, 2026

Surya: The OCR Toolkit for 90+ Languages

Developer Tools

1,488

Surya: The OCR Toolkit for 90+ Languages

Discover Surya, the revolutionary open-source OCR toolkit that delivers document analysis, layout recognition, and table extraction in 90+ languages. Learn installation, usage, and why it outperforms cloud services.

Bright Coding

Apr 16, 2026

LiveAvatar: The Revolutionary Tool Every Developer Needs

Developer Tools

418

LiveAvatar: The Revolutionary Tool Every Developer Needs

LiveAvatar generates real-time audio-driven avatars at 45 FPS with infinite length. This comprehensive guide covers installation, code examples, and advanced usage of Alibaba's breakthrough diffusion model for streaming avatar generation.

Bright Coding

Feb 20, 2026

Apps & Tools Open Source