「muon」の検索結果

Multi-modal single-cell analysis with muon/MuData. Joint RNA+ATAC (10x Multiome), CITE-seq (RNA+protein), other multi-omics. MuData holds per-modality AnnData with shared obs. WNN joint embedding, per-modality preprocessing, MOFA factor analysis. Use scanpy-scrna-seq for single-modality RNA; use muon when combining 2+ omics from the same cells.

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Battle-tested PyTorch training recipes for all domains — LLMs, vision, diffusion, medical imaging, protein/drug discovery, spatial omics, genomics. Covers training loops, optimizer selection (AdamW, Muon), LR scheduling, mixed precision, debugging, and systematic experimentation. Use when training or fine-tuning neural networks, debugging loss spikes or OOM, choosing architectures, or optimizing GPU throughput.

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Battle-tested PyTorch training recipes for all domains — LLMs, vision, diffusion, medical imaging, protein/drug discovery, spatial omics, genomics. Covers training loops, optimizer selection (AdamW, Muon), LR scheduling, mixed precision, debugging, and systematic experimentation. Use when training or fine-tuning neural networks, debugging loss spikes or OOM, choosing architectures, or optimizing GPU throughput.

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Save MultiAssayExperiments to h5mu files supported by muon and mudata. Muon is a Python framework for multimodal omics data analysis. It uses an HDF5-based format for data storage.

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Dung khi da co winner va muon tang quy mo ma khong lam hong — 7 dieu kien du de scale, tang doc +20-30% moi lan, mo rong ngang bang tep va kenh moi, va rui ro reset learning phase. Kich hoat khi user nhac 'scale ads', 'tang budget', 'nhan doi ngan sach', 'ads dang tot muon day manh', 'horizontal scaling', 'tang chi tieu'. Quy tac cung: khong tang budget khi CPL dang xau. Khong dung cho — CPL dang xau thi chay skill 21-audit-ads-performance truoc; nhan tep warm thi dung skill 56-retargeting-plan.

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Think and work like an expert Astroparticle Physicist. Use when a task calls for Astroparticle Physicist judgment. Reasons from flux times cross section times acceptance, Poisson counting over structured backgrounds, and Cherenkov photoelectron budgets through SkyLLH unbinned likelihoods, Geant4/CORSIKA chains validated on through-going-muon and calibration samples, and Feldman-Cousins/CLs limits, while treating atmospheric-neutrino and downgoing-muon contamination, ER/NR leakage and the neutrino fog, and look-elsewhere trials as first-class failure modes.

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Train GPT-2 scale models (~124M parameters) efficiently on a single GPU. Covers GPT-124M architecture, tokenized dataset loading (e.g., HuggingFace Hub shards), modern optimizers (Muon, AdamW), mixed precision training, and training loop implementation.

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Dung khi bat dau xay thuong hieu CA NHAN cho mot con nguoi cu the — founder, coach, creator: skill nay tao file .agents/personal-brand-context.md gom dinh vi ca nhan, niche, story arc, content pillar, chan dung nguoi theo doi, brand voice, visual identity va kho anh reference. Chay MOT LAN truoc moi skill personal brand 23-28. Kich hoat khi user nhac 'thuong hieu ca nhan', 'personal brand', 'ho so ca nhan', 'founder context', 'coach context', 'creator context', 'muon xay hinh anh ca nhan', 'bat dau lam personal brand'. Khong dung cho — thuong hieu DOANH NGHIEP hoac san pham thi dung skill product-marketing-context; dinh vi cong ty tren thi truong thi dung skill 58-positioning.

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Chan doan be mat chuyen doi DANG CHAY nhung khong ra don — phan loai 3 truc (loai trang, muc tieu chuyen doi, nguon traffic), chan doan 7 chieu theo dung thu tu tac dong, output 4 nhom sua trong do co ban thay the cho copy, kem che do hoi quy khi sua xong lai kem hon truoc. Kich hoat khi user nhac 'trang khong ra don', 'toi uu chuyen doi', 'CRO', 'landing page khong convert', 'tang ti le chuyen doi', 'sua xong lai kem hon', 'khach vao nhieu ma khong inbox'. Khong dung cho — xay trang moi tu dau thi dung skill 12-brief-landing-page; nghi ngo ads chu khong phai trang thi dung skill 21-audit-ads-performance; muon kiem chung gia thuyet bang so thi dung skill 19-ab-test-setup.

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Dung khi mot CA NHAN muon len hinh bang AI thay vi tu quay — pipeline avatar AI: 3 tier cong cu, 4 workflow gom avatar don, dich da ngon ngu, san xuat hang loat va hybrid nguoi that cong AI; nhan anh reference de tao prompt avatar; thay mat, style, logo; ghep voice clone; tranh bi nen tang danh dau; cong bo AI theo Nghi dinh 147/2024 va QA 100 diem. Cong cu HeyGen, Synthesia, ElevenLabs, Captions, Vbee. Kich hoat khi user nhac 'tao avatar AI', 'video HeyGen', 'talking head AI', 'lam video ma ngai lo mat', 'batch video AI', 'dich video sang tieng Anh', 'prompt avatar'. Khong dung cho — clone giong cho podcast va audio thi dung skill 25-voice-clone-podcast; viet loi thoai video thi dung skill 04-script-video; anh tinh thi dung skill 30-thiet-ke-master.

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Dung khi campaign DANG CHAY va can asset moi ngay trong hom nay — creative chay chai, CTR tut, muon test angle moi: brief 1 trang rut gon, nhan ban tu creative dang thang, chi ghi phan thay doi, kich thuoc can, deadline cung va SLA duyet 30 phut. Kich hoat khi user nhac 'brief nhanh', 'can asset gap', 'creative fatigue', 'quick brief', 'can anh trong ngay', 'thay creative ngay', 'ads tut roi can bai moi'. Khong dung cho — brief day du cho asset moi hoan toan thi dung skill 42-brief-hinh-anh; liet ke asset ca campaign tu dau thi dung skill 41-campaign-asset-list; chi doi kich thuoc tu master co san thi dung skill 50-asset-resize.

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Dung khi mot CA NHAN da co nguoi theo doi va muon RA TIEN — 3 phien ban funnel cho founder, coach, creator; offer ladder tu mien phi den high-ticket; tam ly gia cho dich vu gan voi con nguoi; inbound vs outbound; dam phan brand deal cho creator; thue va phap ly ca nhan tai VN. Kich hoat khi user nhac 'kiem tien tu personal brand', 'offer ladder ca nhan', 'ban khoa hoc', 'coaching 1-1', 'nhan booking sponsorship', 'nhieu follower ma khong ra tien', 'founder lead gen'. Khong dung cho — dinh gia san pham cua DOANH NGHIEP thi dung skill 17-pricing-strategy; dong goi offer cho san pham cong ty thi dung skill 31-offer-design; chuoi email nuoi duong thi dung skill 14-email-marketing.

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Dung khi mot CA NHAN can viet BAI DAI de xay uy tin, khong phai copy ban hang — 3 cau truc chuan cho thi truong VN gom PAS-Insight cho founder, Story-Lesson-CTA cho coach, Hook-List-Reveal cho creator; 6 cong thuc hook long-form; ky thuat nhip cau; do dai theo nen tang LinkedIn, Facebook, newsletter; ma tran tai su dung 1:5. Kich hoat khi user nhac 'viet bai LinkedIn', 'thought leadership', 'long form post', 'newsletter ca nhan', 'viet bai chuyen sau', 'khong biet viet gi tren trang ca nhan', 'muon duoc coi la chuyen gia'. Khong dung cho — copy quang cao tra tien thi dung skill 05-copy-quang-cao; caption ngan cho fanpage doanh nghiep thi dung skill 37-caption-social; kich ban video ngan thi dung skill 04-script-video.

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Dung khi mot CA NHAN muon xay CONG DONG quanh minh — Zalo Group, Telegram, Facebook Group, Skool, Mighty Networks, Discord: blueprint 3 lop public / member / inner, luong onboarding 7 ngay, nghi thuc tuong tac hang tuan, playbook kiem duyet, chi so kich hoat va cac loi thuong gap o VN. Kich hoat khi user nhac 'xay cong dong', 'Zalo group', 'Facebook group rieng', 'Skool community', 'membership site', 'group im lang khong ai noi', 'gom nguoi theo doi vao mot cho'. Khong dung cho — kiem tien tu cong dong thi dung skill 27-personal-brand-monetize; rai seeding duoi bai dang thi dung skill 38-seeding-plan; giu chan khach da mua cua doanh nghiep thi dung skill 69-giu-chan-khach-hang.

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Dung khi muon khach cu keo khach moi — thiet ke chuong trinh gioi thieu, affiliate, ma moi ban: co che thuong mot chieu hay hai chieu, muc thuong, cach theo doi, chong gian lan va kich ban ra mat chuong trinh. Kich hoat khi user nhac 'chuong trinh gioi thieu', 'referral program', 'affiliate', 'ma moi ban', 'hoa hong gioi thieu', 'word of mouth', 'khach gioi thieu khach', 'CTV ban hang huong hoa hong'. Khong dung cho — giu chan khach cu de ho mua lai thi dung skill 69-giu-chan-khach-hang; xay cong dong quanh thuong hieu ca nhan thi dung skill 28-community-building; thue KOC va creator quay bai thi dung skill 06-brief-ugc-egc.

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Dung khi can brief mot ANH TINH cho designer hoac photographer — banner, thumbnail, poster, anh feed: muc tieu visual, concept va mood, bo cuc, copy overlay, mau va font lay tu brand guideline, kich thuoc theo kenh, tieu chi duyet. Kich hoat khi user nhac 'brief anh', 'brief banner', 'brief thumbnail', 'brief visual', 'dat designer lam anh', 'ta lai anh muon lam sao', 'designer hoi lai hoai'. Khong dung cho — chua co cau overlay / slogan hai lop thi dung skill 74-copy-hai-lop truoc; chuoi nhieu slide thi dung skill 43-brief-carousel; huong dan thao tac tren Canva thi dung skill 45-brief-canva; can asset gap trong ngay khi campaign dang chay thi dung skill 48-quick-visual-brief; tu gen anh bang AI thi dung skill 30-thiet-ke-master.

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Khi nguoi dung muon tang traffic tu SEO, AI SEO, GEO/AEO, Google, ChatGPT, Perplexity, schema, structured data, llms.txt, programmatic SEO, local SEO, directory submissions, Product Hunt, G2/Capterra, backlinks, hoac audit website khong len top. Dung cho 'SEO audit', 'AI search visibility', 'duoc AI trich dan', 'schema markup', 'pSEO', 'local SEO', 'submit directory', 'backlink plan'. Khong dung cho setup Google Business Profile lan dau — dung skill 11-thiet-lap-kenh; khong dung cho viet noi dung bai — dung 36-content-brief.

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Dung khi doanh nghiep Viet Nam muon ban ra NUOC NGOAI theo duong B2B — ho so nang luc tieng Anh, chon thi truong muc tieu, pitch deck cho buyer, email chao hang quoc te, chuan bi hoi cho thuong mai va kenh Alibaba, Amazon Business. Kich hoat khi user nhac 'xuat khau', 'ban hang nuoc ngoai', 'tim buyer quoc te', 'company profile tieng Anh', 'email chao hang export', 'di hoi cho thuong mai', 'khach nuoc ngoai hoi gia', 'lam sao co don hang xuat khau'. Khong dung cho — tim va nuoi lead B2B trong nuoc thi dung skill 33-b2b-lead-gen; bo tai lieu ban hang va pipeline thi dung skill 71-sales-enablement; chuoi email nuoi duong thi dung skill 14-email-marketing.

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Dung khi muon bien cach team dung AI thanh mot he thong van hanh — Brand Hub lam nguon su that, chia project theo vai tro, skill chain, data loop, nhip review, va bien an toan cho automation gom phan tang hanh dong, tran chi tieu va kill switch. Kich hoat khi user nhac 'AI marketing OS', 'he thong AI marketing', 'Brand Hub', 'setup Claude Project cho team', 'SOP AI team', 'AI moi nguoi dung mot kieu', 'automation marketing co an toan khong'. Khong dung cho — chi can mot output don le thi dung skill tuong ung nhu 00-ke-hoach-mkt hoac 05-copy-quang-cao; setup do luong thi dung skill 53-tracking-setup.

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Deep generative models for single-cell omics: probabilistic batch correction (scVI), semi-supervised annotation (scANVI), CITE-seq RNA+protein (totalVI), transfer learning (scARCHES), and DE with uncertainty. Unified setup→train→extract API on AnnData. Use harmony-batch-correction for fast linear correction without deep learning; muon for multi-modal MuData workflows.

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Guides multi-GPU pre-training: DDP, FSDP2, ZeRO, tensor/pipeline/expert parallelism, fp8/Muon. Use when scaling a run, training MoE, or reproducing GPT-2 on rented GPUs.

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