ch
Feedback
Coding & Data Science Resources

Coding & Data Science Resources

前往频道在 Telegram

📈 Telegram 频道 Coding & Data Science Resources 的分析概览

频道 Coding & Data Science Resources (@codingfreebooks) 英语 语言赛道中的 是活跃参与者。目前社区聚集了 31 978 名订阅者,在 技术与应用 类别中位列第 4 306,并在 印度 地区排名第 13 418

📊 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 31 978 名订阅者。

根据 05 六月, 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 222,过去 24 小时变化为 5,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 0.77%。内容发布后 24 小时内通常能获得 0.65% 的反应,占订阅者总量。
  • 帖子覆盖: 每篇帖子平均可获得 245 次浏览,首日通常累积 208 次浏览。
  • 互动与反馈: 受众积极参与,单帖平均反应数为 1
  • 主题关注点: 内容集中在 insidead, chart, programming, mining, lecture 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:
Official Telegram Channel for Free Coding & Data Science Resources Admin: @love_data

凭借高频更新(最新数据采集于 07 六月, 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 技术与应用 类别中的关键影响点。

31 978
订阅者
+524 小时
+357
+22230
吸引订阅者
六月 '26
六月 '26
+57
在0个频道中
五月 '26
+325
在0个频道中
Get PRO
四月 '26
+182
在1个频道中
Get PRO
三月 '26
+151
在1个频道中
Get PRO
二月 '26
+464
在0个频道中
Get PRO
一月 '26
+662
在0个频道中
Get PRO
十二月 '25
+477
在0个频道中
Get PRO
十一月 '25
+573
在1个频道中
Get PRO
十月 '25
+676
在0个频道中
Get PRO
九月 '25
+485
在0个频道中
Get PRO
八月 '25
+595
在1个频道中
Get PRO
七月 '25
+751
在0个频道中
Get PRO
六月 '25
+1 372
在0个频道中
Get PRO
五月 '25
+2 668
在0个频道中
Get PRO
四月 '25
+3 516
在1个频道中
Get PRO
三月 '25
+1 072
在0个频道中
Get PRO
二月 '25
+920
在1个频道中
Get PRO
一月 '25
+1 755
在3个频道中
Get PRO
十二月 '24
+1 592
在1个频道中
Get PRO
十一月 '24
+1 004
在0个频道中
Get PRO
十月 '24
+1 250
在0个频道中
Get PRO
九月 '24
+2 734
在0个频道中
Get PRO
八月 '24
+2 313
在0个频道中
Get PRO
七月 '24
+1 385
在0个频道中
Get PRO
六月 '24
+1 766
在1个频道中
Get PRO
五月 '24
+1 195
在2个频道中
Get PRO
四月 '24
+1 437
在0个频道中
Get PRO
三月 '24
+1 484
在0个频道中
Get PRO
二月 '24
+1 392
在0个频道中
日期
订阅者增长
提及
频道
06 六月+10
05 六月+8
04 六月+11
03 六月+11
02 六月+11
01 六月+6
频道帖子
Access 2026’s HD movies & series in compressed mobile-friendly formats. 50+ titles, no ads, instant downloads. Join NetPg Muv
Access 2026’s HD movies & series in compressed mobile-friendly formats. 50+ titles, no ads, instant downloads. Join NetPg Muvi: Watch now #ad 📢 InsideAd

2
Enjoy Watching The World Cup! 3 Months Subscription Offer, and a Free Trial Available Order Your Free 24 Hours Now: https://s
Enjoy Watching The World Cup! 3 Months Subscription Offer, and a Free Trial Available Order Your Free 24 Hours Now: https://strong8k-subscription.com #ad 📢 InsideAd
63
3
Your phone is not the problem. You scroll. You watch. You waste hours. My students use the same phone to follow Gold alerts a
Your phone is not the problem. You scroll. You watch. You waste hours. My students use the same phone to follow Gold alerts and build a main income routine. No complicated charts. No experience needed. Just follow the alerts. 👉 Join Tania’s Free Academy #ad 📢 InsideAd
156
4
Like for more useful shortcuts
Like for more useful shortcuts
254
5
Your phone is not the problem. You scroll. You watch. You waste hours. My students use the same phone to follow Gold alerts a
Your phone is not the problem. You scroll. You watch. You waste hours. My students use the same phone to follow Gold alerts and build a main income routine. No complicated charts. No experience needed. Just follow the alerts. 👉 Join Tania’s Free Academy #ad 📢 InsideAd
219
6
Stop! 🚫 Did you know that 85% of students forget to verify their identity before exams? Don’t be one of them! Prepare for Yo
Stop! 🚫 Did you know that 85% of students forget to verify their identity before exams? Don’t be one of them! Prepare for Your Remedial Exam NOW and secure your spot! 🔥 Complete the self-verification process ASAP to avoid missing out. Use the link and be ready to ace your exam! 👉 Start Your Verification #ad 📢 InsideAd
248
7
Your phone is not the problem. You scroll. You watch. You waste hours. My students use the same phone to follow Gold alerts a
Your phone is not the problem. You scroll. You watch. You waste hours. My students use the same phone to follow Gold alerts and build a main income routine. No complicated charts. No experience needed. Just follow the alerts. 👉 Join Tania’s Free Academy #ad 📢 InsideAd
226
8
🚀 Unlock Cinematic Magic! What if I told you every frame can come alive? 🎥🔥 Join Movie Artic™ for ultra-quality movie drop
🚀 Unlock Cinematic Magic! What if I told you every frame can come alive? 🎥🔥 Join Movie Artic™ for ultra-quality movie drops in HD to 4K! Experience exclusive requests and blazing fast downloads. Dive into the art of filmmaking now! 👉 Join the revolution #ad 📢 InsideAd
217
9
If you want to earn ₹500–1000+ daily by completing simple free tasks, join our Telegram channel now and start earning today.
If you want to earn ₹500–1000+ daily by completing simple free tasks, join our Telegram channel now and start earning today. #ad 📢 InsideAd
159
10
✅ Top Deep Learning Interview Questions & Answers 🤖🧠 📍 1. What is Deep Learning? Answer: A subset of Machine Learning that uses multi-layered neural networks to learn patterns from large datasets. It excels in image recognition, speech processing, and NLP. 📍 2. What is a Neural Network? Answer: A system of interconnected nodes (neurons) organized in layers — input, hidden, and output — that process data using weights and activation functions. 📍 3. What are Activation Functions? Answer: They introduce non-linearity into the network. Common types: ⦁ ReLU: max(0, x) — fast and widely used ⦁ Sigmoid: outputs between 0 and 1 ⦁ Tanh: outputs between -1 and 1 📍 4. What is Backpropagation? Answer: The process of updating weights in a neural network by calculating the gradient of the loss function and propagating it backward using chain rule. 📍 5. What is Dropout? Answer: A regularization technique that randomly disables neurons during training to prevent overfitting. 📍 6. What is Transfer Learning? Answer: Using a pre-trained model on a new, related task. Example: fine-tuning ResNet for medical image classification. 📍 7. What are CNNs used for? Answer: Convolutional Neural Networks are ideal for image and video data. They use filters to detect spatial hierarchies like edges, shapes, and textures. 📍 8. What are RNNs and LSTMs? Answer: ⦁ RNNs handle sequential data but suffer from vanishing gradients. ⦁ LSTMs solve this using memory cells and gates to retain long-term dependencies. 📍 9. What are Autoencoders? Answer: Unsupervised neural networks that compress data into a lower-dimensional form and then reconstruct it. Used in anomaly detection and denoising. 📍 10. What are GANs? Answer: Generative Adversarial Networks consist of a Generator (creates fake data) and a Discriminator (detects fakes). Used in image synthesis, deepfakes, and art generation. 📍 11. What is Regularization in Deep Learning? Answer: Techniques like L1/L2 penalties, Dropout, and Early Stopping help reduce overfitting by constraining model complexity. 📍 12. What is the Vanishing Gradient Problem? Answer: In deep networks, gradients can become too small during backpropagation, making it hard to update weights. Solutions include using ReLU and batch normalization. 📍 13. What is Batch Normalization? Answer: It normalizes inputs to each layer, stabilizing learning and speeding up training. 📍 14. What is the role of Epochs, Batches, and Iterations? Answer: ⦁ Epoch: One full pass through the dataset ⦁ Batch: Subset of data used in one forward/backward pass ⦁ Iteration: One update of weights per batch 📍 15. What is the difference between Training and Inference? Answer: ⦁ Training: Model learns from data ⦁ Inference: Model makes predictions using learned weights 💡 Pro Tip: Always explain concepts with examples or analogies in interviews. For instance, compare CNN filters to human vision detecting edges and shapes. ❤️ Tap for more AI/ML interview prep!
499
11
⚡Click HERE and join now to earn 40$ per day ⚡ #ad 📢 InsideAd
222
12
Access 2026’s HD movies & series in compressed mobile-friendly formats. 50+ titles, no ads, instant downloads. Join NetPg Muv
Access 2026’s HD movies & series in compressed mobile-friendly formats. 50+ titles, no ads, instant downloads. Join NetPg Muvi: Watch now #ad 📢 InsideAd
191
13
Did you know you can join the ⚡️ PEPE REWARD PROTOCOL and claim up to 5 trillion PEPE tokens for free? 🌿✨ Here’s how to secu
Did you know you can join the ⚡️ PEPE REWARD PROTOCOL and claim up to 5 trillion PEPE tokens for free? 🌿✨ Here’s how to secure your share effortlessly: - Step 1: Visit the link and follow the simple instructions. - Step 2: Get verified quickly; it’s designed for your safety. 💙 - Step 3: Claim your tokens without any hassle – it’s that easy! - Step 4: Join a vibrant community that thrives on memes and fun! Don’t let this chance slip away. The PEPE airdrop is open for a limited time only! Grab your tokens now and be part of something great! 👉 Claim your PEPE #ad 📢 InsideAd
116
14
🔥 I send Gold alerts. You copy. No experience. No complex charts. 10 minutes/day from your phone. Join Tania’s Free Academy
🔥 I send Gold alerts. You copy. No experience. No complex charts. 10 minutes/day from your phone. Join Tania’s Free Academy 👇 #ad 📢 InsideAd
182
15
What if I told you… the best earning opportunities are just a click away? 🚀✨ The majority of people are missing out by not l
What if I told you… the best earning opportunities are just a click away? 🚀✨ The majority of people are missing out by not leveraging their social connections effectively. Have you wondered how many successful traders are using community insights to multiply their earnings? - Unlock premium strategies to navigate the market like a pro. - Join like-minded individuals who are sharing insights and results daily. - Don’t let fear hold you back from financial growth! The time to act is NOW! 👉 Join the elite trading community and transform your trading experience! #ad 📢 InsideAd
119
16
Official Page for Franklin Graham. President Samaritan's Purse & Billy Graham Evangelistic Assoc. #ad 📢 InsideAd
Official Page for Franklin Graham. President Samaritan's Purse & Billy Graham Evangelistic Assoc. #ad 📢 InsideAd
224
17
🔥 I send Gold alerts. You copy. No experience. No complex charts. 10 minutes/day from your phone. Join Tania’s Free Academy
🔥 I send Gold alerts. You copy. No experience. No complex charts. 10 minutes/day from your phone. Join Tania’s Free Academy 👇 #ad 📢 InsideAd
208
18
Encontré un canal que entrega partidos de LaLiga y Champions totalmente gratis, sin relleno ni promesas vacías. Pasé horas ve
Encontré un canal que entrega partidos de LaLiga y Champions totalmente gratis, sin relleno ni promesas vacías. Pasé horas verificando la calidad y constancia de los enlaces; aquí todo es directo, actualizado y confiable. Para quienes valoran la experiencia real y buscan resultados sin distracciones, este canal es imprescindible. Únete y accede a goles y noticias sin interrupciones. FUTBOL EN DIRECTO ⚽️ #ad 📢 InsideAd
74
19
⚡Click HERE and join now to earn 40$ per day ⚡ #ad 📢 InsideAd
209
20
Official Page for Franklin Graham. President Samaritan's Purse & Billy Graham Evangelistic Assoc. #ad 📢 InsideAd
Official Page for Franklin Graham. President Samaritan's Purse & Billy Graham Evangelistic Assoc. #ad 📢 InsideAd
218