[Arun]探究
building ML from first principles · prev. ZK & cryptography
「開発中 · Building」
⠰⢡⠄⡀⠀⠄⢀⠠⠀⠀⡀⠠⠀⠀⠂⠀⠀⢀⢖⢢⡀⠀⢀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⡀⠄⢀⠴⣈⠦⡑⡌⠦⡑⠀⠀⠀⠀ ⠈⠢⠱⠡⡀⠠⠂⠀⠀⢀⠀⠀⡀⠠⣄⣠⡀⠀⠈⠣⣓⢥⠀⠈⠄⡁⠂⠑⠰⡀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⡀⢂⠐⡄⢣⠒⡴⢫⠑⣌⠒⠁⠀⠄⠀⠀ ⠀⡁⠂⠀⠈⠁⠄⠀⠀⠈⠀⡡⠂⡟⣜⢲⡙⣆⠀⠀⠙⣎⢮⡰⠄⡀⠡⠈⠄⠠⠁⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⢀⠀⠀⠀⢂⠐⡀⠂⢀⠡⢣⠰⣁⠣⢌⠒⠐⠁⠀⠀⠀ ⡄⠠⣁⠀⠀⠀⠈⠁⠀⠀⠀⠡⠡⠘⣎⢳⡹⡜⡆⠀⠠⠹⣌⡳⢇⠠⢀⠁⢂⠁⠌⡀⢡⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠁⠈⢆⡁⠀⠴⣠⢒⠀⢢⠑⣌⠲⣈⠱⠄⣁⠀⠀⠀⠀⠀ ⢯⡽⢂⠆⡀⢆⠇⠀⠀⠁⠀⠠⢍⠐⣎⢧⠳⣍⠧⠀⠀⠠⠙⡼⣹⠔⠠⢈⠠⠐⠠⠠⢄⠂⠀⠀⠀⠀⠀⡀⢀⠐⡀⠀⢈⠆⡜⠀⠀⠀⠰⢆⣠⠀⠀⠱⡈⠰⠐⡀⡀⠂⠀⠀⠊ ⢺⡜⡆⢳⡜⠎⠢⢡⠲⡠⢐⡀⠡⣂⠙⣮⠹⣜⡒⠀⠀⠀⠀⠳⣍⠳⠀⢂⠐⠈⠠⢉⡌⠂⠠⠀⠀⠀⠐⡀⠂⠐⠀⠀⠨⠜⡐⡄⠀⠀⠀⠈⡟⣢⢄⠈⠀⠄⢈⡀⢆⠔⠀⠀⠀ ⠳⣎⢳⡙⠾⣴⠲⣕⡐⢎⠢⡑⢠⢀⠀⢂⡟⡼⠘⡄⠀⠀⠀⠁⠂⠃⠈⡀⠌⠠⢁⠠⠀⢂⠁⠀⠀⠀⠁⠀⡀⠀⢘⢄⠨⡱⠌⠽⡀⢀⠀⠃⠘⢡⠿⣤⠴⡁⢁⠔⠁⠀⡀⠀⠁ ⠹⣜⣣⡳⡝⣦⠻⡜⠶⣌⢳⢅⣂⠬⡑⡀⢧⡹⡝⢦⢀⠀⠀⠀⠈⠀⠐⠠⢀⠡⢀⠐⢈⠠⠐⠀⠀⠀⠀⡇⠤⡈⢥⠊⡴⢡⢂⣶⠣⠂⠄⠀⠀⠸⣍⣟⣔⡔⠁⠀⠢⠈⠀⠀⠄ ⠱⡈⠖⣝⠎⢆⡙⠹⡹⣜⢫⠞⠼⣒⠶⢱⡁⢦⣝⢫⠖⣥⠃⡆⡀⠀⠀⠐⠀⡐⠠⠈⡀⠐⡈⠀⠀⠀⠀⠸⡐⡉⢆⠑⠂⠁⢪⡿⡁⡀⠘⠀⠀⠀⡗⣼⣿⡇⠀⢀⠐⠠⠀⢈⠀ ⠰⢡⠍⢆⠈⣀⠈⠑⠄⠈⠋⠉⠐⠘⠈⠁⠐⢫⠼⣩⠞⣖⠻⣜⣱⠀⠀⠀⠐⠀⠄⠡⢀⠡⠐⠠⠀⠀⠀⠀⠣⠉⡀⠐⡈⢐⢧⡿⣕⠃⡀⠈⢀⣀⡆⢿⣻⠣⡄⠠⢈⠀⠀⢂⠀ ⢱⡈⢎⡆⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠁⠛⢈⠱⡎⣖⢫⠄⢄⠀⠈⠐⡀⠂⠄⠂⠁⠀⠀⠀⠀⠡⠐⡀⠡⢀⠘⣦⡓⡾⣈⢦⡒⢧⣙⢆⡏⢧⡳⢥⢲⣄⠀⠐⡀⠀ ⠌⠳⠈⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⡻⣜⢣⣎⢢⣂⠀⠐⢀⠁⠂⠁⠀⠀⠀⢠⠠⢡⠤⡀⠁⠄⣸⠲⣍⡳⣍⢶⠙⠣⠝⣎⢞⣣⠟⣬⢓⣎⢦⡁⠄⠀ ⠀⠂⠀⠀⠀⠔⠁⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠡⠼⣌⠗⣎⠆⢀⠂⠌⠠⠁⠀⠀⠀⠀⠈⠆⠦⠁⢀⡞⣖⠻⢬⠓⠉⠀⠀⠀⠀⠀⠉⠀⠻⢬⡳⢎⡞⣭⠏⠀ ⠀⠀⠀⠀⠏⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⣍⠾⣜⡣⢅⠂⠠⠁⢂⠀⠀⠀⠐⠤⣙⠀⠄⢪⠵⣎⠅⠁⠀⠀⠀⠀⠠⠀⠀⠀⠀⠀⠀⠩⣳⠺⣥⢛⡇ ⠀⠀⠀⡹⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠈⠱⢎⡵⢎⡳⠀⠁⢂⠠⠀⠀⢉⡒⢡⠀⠈⣎⠳⠁⠀⠀⠀⠀⠀⠀⠀⠀⠠⡀⠀⠀⠀⠈⠒⠉⠖⢋⡆ ⠀⠀⠀⠣⠀⢀⠖⠀⠀⠀⠀⠀⠀⠀⠀⠀⠐⢦⣤⡆⠀⠀⠀⠀⠀⠀⠀⠀⠺⣕⢮⠣⠀⠐⠈⠰⠀⠰⣈⢇⠊⠀⣀⠏⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠑⡀⠀⠀⠀⠀⠀⠄⠈⢁ ⠀⠀⠀⡱⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠈⠛⠀⠀⠀⠀⠀⠀⠀⠀⠀⠙⡜⣮⢝⣆⠀⠀⠣⢄⠒⠴⣈⠚⡀⡞⡈⠀⠀⠀⠀⠀⠀⠀⠀⡀⠀⡀⠀⠘⡀⠀⠀⠀⠡⢀⠀⠀ ⠀⠀⠀⠀⠅⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⡜⠺⡜⡼⠀⠀⠘⠀⠀⠀⠀⠣⡐⣩⠇⠀⠀⠀⠀⠀⠀⠀⠀⠙⡶⠃⠀⠀⡄⠀⠀⠀⡐⡀⠄⠀ ⠠⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠌⠁⠀⠀⠀⠀⠀⠀⠀⠀⠀⠧⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠐⠤⡡⠀⠀ ⠀⠡⠀⠄⠡⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠂⡄⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⡀⠀⢡⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⢈⢒⢡⢃⠀ ⠈⠁⠑⠒⠠⠌⣀⡀⠀⠀⠀⠀⠀⠈⠀⠀⠀⠀⠀⠂⢁⠠⡁⠀⠈⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⡀⢠⠁⠠⢁⠀⠁⠡⢠⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⢠⠨⢌⡂⠌⣀ ⢄⣀⡀⠤⢠⢉⡔⠬⢁⠒⠩⢄⡠⠜⠀⠋⢀⢂⢔⡰⢈⠖⡡⢄⡂⡀⢀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠘⡌⢆⠃⢀⠂⠄⠀⠀⠀⠘⠐⠦⠠⠀⢀⠐⠄⠂⢀⠀⠱⢀⠃⡪⠔⠊⡀ ⢌⠢⣑⠪⢍⠐⡒⢠⠤⣉⡤⢀⠀⡉⢒⠡⢊⠆⢆⡘⠔⠪⡑⠢⠑⡜⣂⠈⠄⠀⠀⠀⠀⠀⠀⠐⠑⠨⠜⣠⠃⢀⠂⠌⠀⠀⢄⡀⢄⠀⠀⢀⠢⡄⠬⡐⣀⡈⡠⠔⣉⢀⠠⠊⠀ ⢈⠖⡡⠎⠀⢊⠔⡠⣂⠔⠈⣩⠐⢋⠥⡜⠂⠈⠐⠈⠀⠁⠀⠀⢀⠒⠤⠃⢀⠀⠀⠀⠀⠀⢀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⢎⠒⠬⡘⠌⠡⢃⠣⢔⠁⠡⢘⣰⠚⠁⠤⡙⠄ ⢈⠦⣑⠂⠠⢀⠠⠀⠄⠩⠒⠤⢁⡲⠭⣀⠈⣀⢀⡔⣢⢖⡳⣒⢦⣍⠜⣡⠢⢄⡀⢀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⡠⢄⢣⣘⣌⠳⡴⣠⠁⠄⠐⠀⢠⠎⠕⣁⢦⠋⣵⢚⡇ ⢌⡒⠤⣁⢂⡀⢂⠍⠢⢄⠤⠂⠁⡈⠍⠒⣩⢇⣛⡼⢱⢮⡱⠭⠒⠊⢝⢦⠻⡜⡼⢤⡋⡌⣅⠢⠄⡄⠀⠀⠀⠀⢠⡘⠰⡌⢺⡔⣎⡟⣼⡱⣀⠴⣂⠱⠀⠂⠐⠈⢂⠓⣈⡡⡄ ⠢⠘⠡⣂⡐⠬⠁⡪⢒⠡⡄⢅⢢⠀⢠⠒⣃⠡⠖⢼⠩⠐⠀⢀⡀⠀⠀⡸⣍⣳⢹⢣⡝⠖⠤⣉⠚⡜⢢⠀⠀⡰⠡⢌⠣⢜⡳⣜⢣⣽⢳⣻⡜⠉⠉⡝⡦⡔⡓⠈⠀⠄⠳⠕⠃ ⠐⠊⠁⠀⢄⠧⢊⠂⠎⠱⣈⠜⢢⢁⠤⠊⠐⡢⠀⡈⠠⣜⡲⢭⠞⣭⢫⡕⠉⠐⢋⠣⠜⣈⠖⡡⢍⡰⠃⠂⠀⢡⠙⡤⢋⠼⡱⢎⡷⢬⡛⢮⡙⢧⣛⢬⡪⡀⠠⠔⢄⠤⠡⢈⡁ ⠀⠀⠀⡠⠈⠀⠀⠈⠁⠣⠄⠪⡁⡅⡀⡠⠊⣄⠓⡌⠥⠈⠑⠫⠈⠀⠀⠀⠄⣈⠌⡜⢡⠒⣌⠲⡄⠅⢀⠂⠀⠠⢓⠤⢃⡜⢣⢟⡘⠥⡏⢧⣋⠷⣘⠒⠥⡙⣧⣑⠋⢗⣄⢢⠁ ⠀⠠⠊⠀⠀⠀⠀⠀⠀⠀⠜⠠⠑⡢⠊⠰⢉⠄⠂⠀⠀⠄⠀⠘⠬⡀⠐⠢⠱⠌⢊⠔⠣⠩⠐⠀⠠⠐⠀⠀⠀⠘⠐⡊⠥⠘⢂⠟⠠⠓⠸⠠⠜⠰⠡⠎⠱⠌⠰⠩⢚⠤⠚⢦⠃
Machine learning, from scratch reproducing classic papers, implementing the architectures myself, running local LLM self improvement loops. Before that, ZK proof systems: I contributed to WHIR and World Foundation's ProveKit.
[now]今
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- :PyTorch · Python · Rust · TypeScript
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- :ML internals, LLMs, Rust, ZK / cryptography
[elsewhere]連絡
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