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Machine Learning & Artificial Intelligence | Data Science Free Courses

Machine Learning & Artificial Intelligence | Data Science Free Courses

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Perfect channel to learn Data Analytics, Data Sciene, Machine Learning & Artificial Intelligence Admin: @coderfun

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📈 Telegram 频道 Machine Learning & Artificial Intelligence | Data Science Free Courses 的分析概览

频道 Machine Learning & Artificial Intelligence | Data Science Free Courses (@datasciencefree) 英语 语言赛道中的 是活跃参与者。目前社区聚集了 67 183 名订阅者,在 教育 类别中位列第 2 427,并在 马来西亚 地区排名第 429

📊 受众指标与增长动态

невідомо 创建以来,项目保持高速增长,吸引了 67 183 名订阅者。

根据 13 七月, 2026 的最新数据,频道保持稳定运转。过去 30 天订阅人数变化为 606,过去 24 小时变化为 28,整体触达仍然可观。

  • 认证状态: 未认证
  • 互动率 (ER): 平均受众互动率为 1.13%。内容发布后 24 小时内通常能获得 1.32% 的反应,占订阅者总量。
  • 帖子覆盖: 每篇帖子平均可获得 758 次浏览,首日通常累积 887 次浏览。
  • 互动与反馈: 受众积极参与,单帖平均反应数为 5
  • 主题关注点: 内容集中在 sellerflash, waybienad, pricing, buybox, buyer 等核心主题上。

📝 描述与内容策略

作者将该频道定位为表达主观观点的平台:
Perfect channel to learn Data Analytics, Data Sciene, Machine Learning & Artificial Intelligence Admin: @coderfun

凭借高频更新(最新数据采集于 14 七月, 2026),频道始终保持新鲜度与高覆盖。分析显示受众积极互动,使其成为 教育 类别中的关键影响点。

67 183
订阅者
+2824 小时
+1647
+60630
帖子存档
Statistics & Probability Cheatsheet 📚🧠 📌 Descriptive Statistics: ⦁  Mean = (Σx) / n ⦁  Median = Middle value ⦁  Mode = Most frequent value ⦁  Variance (σ²) = Σ(x - μ)² / n ⦁  Std Dev (σ) = √Variance ⦁  Range = Max - Min ⦁  IQR = Q3 - Q1 📌 Probability Basics: ⦁  P(A) = Outcomes A / Total Outcomes ⦁  P(A ∩ B) = P(A) × P(B) (if independent) ⦁  P(A ∪ B) = P(A) + P(B) - P(A ∩ B) ⦁  Conditional: P(A|B) = P(A ∩ B) / P(B) ⦁  Bayes’ Theorem: P(A|B) = [P(B|A) × P(A)] / P(B) 📌 Common Distributions: ⦁  Binomial (fixed trials) ⦁  Normal (bell curve) ⦁  Poisson (rare events over time) ⦁  Uniform (equal probability) 📌 Inferential Stats: ⦁  Z-score = (x - μ) / σ ⦁  Central Limit Theorem: sampling dist ≈ Normal ⦁  Confidence Interval: CI = x‌ ± z*(σ/√n) 📌 Hypothesis Testing: ⦁  H₀ = No effect; H₁ = Effect present ⦁  p-value < α → Reject H₀ ⦁  Tests: t-test (small samples), z-test (known σ), chi-square (categorical data) 📌 Correlation: ⦁  Pearson: linear relation (–1 to 1) ⦁  Spearman: rank-based correlation 🧪 Tools to Practice:  Python packages: scipy.stats, statsmodels, pandas  Visualization: seaborn, matplotlib 💡 Quick tip: Use these formulas to crush interviews and build solid ML foundations! 💬 Tap ❤️ for more

If you're serious about learning Python for data science, automation, or interviews — just follow this roadmap 🐍💻 1. Install Python Jupyter Notebook (via Anaconda or VS Code) 2. Learn print(), variables, and data types 📦 3. Understand lists, tuples, sets, and dictionaries 🔁 4. Master conditional statements (if, elif, else) ✅❌ 5. Learn loops (for, while) 🔄 6. Functions – defining and calling functions 🔧 7. Exception handling – try, except, finally ⚠️ 8. String manipulations formatting ✂️ 9. List dictionary comprehensions ⚡ 10. File handling (read, write, append) 📁 11. Python modules packages 📦 12. OOP (Classes, Objects, Inheritance, Polymorphism) 🧱 13. Lambda, map, filter, reduce 🔍 14. Decorators Generators ⚙️ 15. Virtual environments pip installs 🌐 16. Automate small tasks using Python (emails, renaming, scraping) 🤖 17. Basic data analysis using Pandas NumPy 📊 18. Explore Matplotlib Seaborn for visualization 📈 19. Solve Python coding problems on LeetCode/HackerRank 🧠 20. Watch a mini Python project (YouTube) and build it step by step 🧰 21. Pick a domain (web dev, data science, automation) and go deep 🔍 22. Document everything on GitHub 📁 23. Add 1–2 real projects to your resume 💼 Trick: Copy each topic above, search it on YouTube, watch a 10-15 min video, then code along. 🎯 This method builds actual understanding + project experience for interviews! 💬 Tap ❤️ for more!

𝗠𝗶𝗰𝗿𝗼𝘀𝗼𝗳𝘁 𝗙𝗥𝗘𝗘 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗥𝗲𝘀𝗼𝘂𝗿𝗰𝗲𝘀🎓 Offers a wide range of free learning resources through Micr
𝗠𝗶𝗰𝗿𝗼𝘀𝗼𝗳𝘁 𝗙𝗥𝗘𝗘 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗥𝗲𝘀𝗼𝘂𝗿𝗰𝗲𝘀🎓 Offers a wide range of free learning resources through Microsoft Learn, helping students, freshers, and professionals build job-ready skills at their own pace. ✅ 100% FREE self-paced learning modules ✅ Official learning platform from Microsoft 🔗 𝗘𝗻𝗿𝗼𝗹𝗹 𝗙𝗼𝗿 𝗙𝗥𝗘𝗘👇: https://pdlink.in/4paqRJS Explore Microsoft’s free resources. Build in-demand skills and make your profile stronger.

GigaChat 3.5 Ultra Publicly Released — The New Generation of the Flagship Model The GigaChat team has released GigaChat 3.5 U
GigaChat 3.5 Ultra Publicly Released — The New Generation of the Flagship Model
The GigaChat team has released GigaChat 3.5 Ultra as open source—a new 432B model under the MIT license. This is the first open-source hybrid of GatedDeltaNet and MLA scaled to hundreds of billions of parameters, featuring a proprietary training recipe we refined through more than 1,500 experiments. The model has grown in terms of code, mathematics, agent scenarios, and application domains—yet it’s 40% smaller than GigaChat 3.1 Ultra.
What’s inside: 🔘A proprietary hybrid MLA + Gated DeltaNet architecture with a dedicated stabilization framework, without which this hybrid setup would not train reliably at this scale; 🔘 Gated Attention: the model can locally down-weight overly strong signals from the attention layer; 🔘GatedNorm: normalization with an explicit gate that controls signal magnitude across features; 🔘Approximately 4x lower KV cache per token: with the same memory budget, the model can support 2.14x longer context and deliver a 20% throughput increase under load; 🔘Two MTP heads, enabling up to 2.2x faster generation; 🔘FP8 across all training stages with no quality degradation compared with bf16, enabled by custom Triton and CUDA kernels; 🔘A new online RL stage after SFT and DPO. Results: 🔘 GigaChat-3.5-Ultra-Base outperforms DeepSeek V3.2 Exp Base and DeepSeek V4 Flash Base on average across a set of general, math, and code benchmarks: 🔘 GigaChat-3.5-Ultra-Instruct is comparable to DeepSeek V3.2 in terms of average score, despite having half the size; 🔘 According to the MiniMax-M2.7 LLM judge, the average win rate against GigaChat 3.1 Ultra is 75.9%, and against GPT-5 is 68.7%.
The entire stack — data (our own LLM-filtered Common Crawl, 600+ programming languages in the code), architecture, training methodology, and infrastructure — was built end-to-end by GigaChat team.
➡️ HuggingFace

5 YouTubers who teach AI better than any paid courses 👇 1/ Andrej Karpathy: youtube.com/@AndrejKarpathy 2/ 3Blue1Brown — youtube.com/@3blue1brown 3/ Sentdex — youtube.com/@sentdex 4/ Yannic Kilcher — youtube.com/@YannicKilcher 5/ Tina Huang — youtube.com/@TinaHuang1 React to this ❤️ for more such content

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👑 Types of Machine Learning
👑 Types of Machine Learning

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