Routes 3D ResNets PyTorch video action-recognition workflows across training, inference, and data preparation.
日本語の概要は準備中です。原文の説明を表示しています。
Route Biopython computational biology workflows across sequence objects, file formats, alignments, structures, web databases, BioSQL, motifs, restriction enzymes, and specialized modules.
インストール方法を見るインストールする前に、エージェントに与えられる指示の中身を確認できます。
Use this skill when a task asks for Biopython, Bio.*, BioSQL, or general computational-biology workflows that Biopython owns: sequences, biological file formats, alignments, BLAST/search output parsing, phylogenetic trees, macromolecular structures, public biological databases, motifs, restriction enzymes, and specialized bioinformatics modules.
python -m pip install biopython; conda users can install from conda-forge.python -m pip install -e . from a Biopython checkout when editing the package.import Bio
from Bio.Seq import Seq
from Bio import SeqIO
print(Bio.__version__, Seq("ATGGCC").translate())
| User task | Read next | Notes |
|---|---|---|
Create/manipulate Seq, MutableSeq, SeqRecord, annotations, features, locations, codon tables, reverse complements, translations, GC/protein utilities | sequence-objects-and-features | In-memory object semantics; route file parsing/writing onward to file I/O. |
| Parse, read, write, index, or convert FASTA/FASTQ/GenBank/EMBL/SwissProt/UniProt XML/alignment files | file-io-and-format-conversion | Covers SeqIO, AlignIO, low-level FASTA/FASTQ iterators, BGZF, index, index_db, and format names. |
| Pairwise/multiple alignments, substitution matrices, BLAST/SearchIO parsing, local or online BLAST result handling, phylogenetic tree I/O/traversal | alignment-search-and-phylogeny | For online BLAST policy, also read the web/database sub-skill. |
| PDB/mmCIF/BinaryCIF/PQR/PDBML structure parsing, SMCRA traversal, atom/residue selection, disordered atoms, contacts, geometry, superposition | structural-bioinformatics | External tools such as DSSP/NACCESS/MSMS are optional and not part of the base install. |
| Entrez, KEGG, UniProt, Swiss-Prot, ExPASy, GenBank, Medline, GEO, public-database parsers, qblast network etiquette, BioSQL | web-databases-and-biosql | Default to offline parsing examples; live services require user email/API policy and network handling. |
| Motifs, PWM/PSSM, JASPAR, restriction enzymes, clustering, phenotype arrays, GenePop/popgen, GenomeDiagram/graphics, SeqUtils/ProtParam, long-tail modules | specialized-analyses-and-graphics | Optional graphics/database integrations are documented but not required for base use. |
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概要と使いどころ
Routes 3D ResNets PyTorch video action-recognition workflows across training, inference, and data preparation.
日本語の概要は準備中です。原文の説明を表示しています。
Guide 3DDFA Python inference, geometry rendering, training/evaluation, and optional C++ ONNX workflows for 3D dense face alignment.
日本語の概要は準備中です。原文の説明を表示しています。
Routes 3DDFA_V2 face-alignment setup, still-image demos, video tracking, and ONNX benchmarking workflows.
日本語の概要は準備中です。原文の説明を表示しています。
Operate AB3DMOT 3D multi-object tracking workflows for KITTI and nuScenes data, tracking, evaluation, and visualization.
日本語の概要は準備中です。原文の説明を表示しています。
Use Hugging Face Accelerate for PyTorch training-loop migration, distributed launch/configuration, DeepSpeed/FSDP/TPU backend setup, big-model inference/offload, checkpointing, tracking, and troubleshooting.
日本語の概要は準備中です。原文の説明を表示しています。
Route Acme reinforcement-learning framework tasks across core loops, replay/data, JAX agents, and TensorFlow/Sonnet agents.
日本語の概要は準備中です。原文の説明を表示しています。