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Machine Learning Roadmap

Follow a structured ML roadmap connecting concepts, tools, and learning resources. Use when planning study paths, discovering resources, mapping skills.
遵循结构化ML路线图,连接概念、工具和学习资源,用于规划学习路径、发现资源和技能映射。
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概述

Machine Learning Roadmap

Machine Learning Roadmap v2.0.0 — a content toolkit for drafting, editing, optimizing, and managing machine learning content. Create outlines, write headlines, generate CTAs, manage hashtags, rewrite content, translate text, and adjust tone — all tracked with timestamped entries stored locally.

Commands

Run scripts/script.sh [args] to use.

CommandDescription
----------------------
draft Record a draft entry. Without args, shows the 20 most recent draft entries.
edit Record an edit entry. Without args, shows recent edit entries.
optimize Record an optimization entry. Without args, shows recent optimize entries.
schedule Record a scheduling entry. Without args, shows recent schedule entries.
hashtags Record a hashtags entry. Without args, shows recent hashtags entries.
hooks Record a hooks entry. Without args, shows recent hooks entries.
cta Record a call-to-action entry. Without args, shows recent CTA entries.
rewrite Record a rewrite entry. Without args, shows recent rewrite entries.
translate Record a translation entry. Without args, shows recent translate entries.
tone Record a tone adjustment entry. Without args, shows recent tone entries.
headline Record a headline entry. Without args, shows recent headline entries.
outline Record an outline entry. Without args, shows recent outline entries.
statsShow summary statistics across all entry types (counts, data size).
export Export all data in json, csv, or txt format.
search Search all log files for a term (case-insensitive).
recentShow the 20 most recent entries from the activity history.
statusHealth check — version, data directory, entry count, disk usage.
helpShow help message with all available commands.
versionShow version string (machine-learning-roadmap v2.0.0).

Data Storage

All data is stored in ~/.local/share/machine-learning-roadmap/:

  • Each command type writes to its own .log file (e.g., draft.log, headline.log, translate.log)
  • Entries are timestamped in YYYY-MM-DD HH:MM| format
  • A unified history.log tracks all actions across command types
  • Export files are written to the same directory as export.json, export.csv, or export.txt

Requirements

  • Bash 4+ with set -euo pipefail
  • Standard Unix utilities (date, wc, du, tail, grep, sed, cat)
  • No external dependencies — works out of the box on Linux and macOS

When to Use

  1. Drafting ML content — use draft and outline to capture ideas and structure articles, blog posts, or course materials about machine learning topics
  2. Headline and hook creation — record headline and hooks entries to brainstorm attention-grabbing titles and opening lines for ML content
  3. Content optimization — use optimize, rewrite, and tone to track iterations as you refine ML tutorials, documentation, or marketing copy
  4. Multi-language content — record translate entries when adapting ML learning materials for different language audiences
  5. Content scheduling and CTAs — use schedule and cta to plan publication timelines and track call-to-action variations for ML courses or newsletters

Examples

# Draft a new ML blog post idea
machine-learning-roadmap draft "Introduction to Neural Networks: A Beginner's Guide"

# Create an outline for a tutorial
machine-learning-roadmap outline "1. What is ML? 2. Supervised vs Unsupervised 3. Tools 4. Practice Projects"

# Record a headline variation
machine-learning-roadmap headline "5 Python Libraries Every ML Engineer Must Know in 2025"

# Generate hashtags for social media
machine-learning-roadmap hashtags "#MachineLearning #AI #DeepLearning #Python #DataScience"

# Export all content data as CSV
machine-learning-roadmap export csv

# Search for entries mentioning a topic
machine-learning-roadmap search "neural"

# View summary statistics
machine-learning-roadmap stats

Output

All commands print results to stdout. Each recording command confirms the save and shows the total entry count for that category. Redirect output to a file with:

machine-learning-roadmap stats > report.txt

Configuration

Set the DATA_DIR inside the script or modify the default path ~/.local/share/machine-learning-roadmap/ to change where data is stored.


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共 1 个版本

  • v1.0.0 当前
    2026-03-31 02:50 安全 安全

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