1.0M
CHMachine learning relies heavily on mathematical foundations.
#tech #ml #explore #fyp #ai
@chrisoh.zip
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157.7K
CUMachine learning handwritten notes! 📝
Save it
@curious_.programmer
23.1K
CO🚀 Machine Learning Roadmap (2025 Edition)
Unlock your journey into AI, Machine Learning & Deep Learning with this step-by-step guide designed for beginners to advanced learners.
📌 What You’ll Learn in This Video:
⚙️ Phase 1 – Core Foundation
📐 Math Basics | 🐍 Python Programming
🧹 Phase 2 – Data Preparation
🧽 Data Cleaning | 🎛 Feature Engineering | 📊 Visualization
🤖 Phase 3 – Machine Learning Concepts
🎯 Supervised & Unsupervised Learning | 🔍 Key Algorithms
🧪 Phase 4 – Model Optimization
📈 Cross-Validation | 🛠 Hyperparameter Tuning | 📍 Metrics
🧠 Phase 5 – Advanced ML
🌀 Neural Networks | 👁 Computer Vision | 💬 NLP
🚀 Phase 6 – Deployment & Real-World Use
🗃 Model Serialization | 🌐 APIs | ☁ Cloud | 🧩 MLOps
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💡 Whether you're a beginner, student, or career switcher, this roadmap will help you become job-ready in AI and ML.
📚 Save this video and start learning step by step.
👇 Comment "ROADMAP" if you want a downloadable PDF version.
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🔍 Keywords:
Machine Learning Roadmap 2025, AI learning path, Deep Learning, Data Science Roadmap, Python for ML, Best way to learn AI, MLOps, Cloud AI skills.
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🔥 Hashtags:
#MachineLearning #AI #ArtificialIntelligence #DeepLearning #DataScience #Python #MLRoadmap #LearnML #TechCareers #Programming #NLP #ComputerVision #MLOps #DataEngineer #FutureSkills #Roadmap2025 #AIEducation #AIRevolution #CodingJourney
@codewithprashantt
1.3M
SAI’ve been asked many times where to start learning ML, so after talking to so many experts in this field, this is a good place to start.
Comment down below “TRAIN” and I’ll send you a more in-depth checklist along with the best GitHub links to help you start learning each concept.
If you don’t receive the link you either need to follow first then comment, or your instagram is outdated. Either way, no worries. send me a dm and I’ll get it to you ASAP.
#cs #ai #dev #university #softwareengineer #viral #advice #machinelearning
@sambhav_athreya
350.1K
CHHere’s your full roadmap on how to get into machine learning. Comment “Roadmap” to get the pdf.
Save and follow for more.
#ai #machinelearning #coding #programming #cs
@chrispathway
472.4K
THWant to become a Machine Learning Engineer in 2025?
Build real projects that reflect how ML is done in the industry:
1 → End-to-End ML Pipeline
Predict something useful (like student dropout risk). Clean with Pandas, train with LightGBM, deploy with FastAPI + Docker + AWS.
2 → RAG Chatbot
Build a chatbot that answers from your course notes. Use LlamaIndex + FAISS + Llama 3.1. This is how GenAI apps work today.
3 → Fine-Tune LLMs
Take an open-source LLM and fine-tune it on your own dataset. Use QLoRA with PEFT. Example: medical Q&A bot.
4 → Model Monitoring
Build a fraud detection model and track drift post-deployment using Evidently AI + Weights & Biases. Shows you think beyond training.
5 → Multimodal AI App
Photo → nutrition info + recipe. Use CLIP or Florence-2 for vision-text, connect to LLaVA or Qwen-VL, deploy with Streamlit.
This stack hits every part of the ML lifecycle—from classic ML to GenAI to production monitoring.
[mlprojects, machinelearningengineer, genai, fine-tuning, ragchatbot, mlportfolio, endtoendpipeline, multimodalai, ai2025, llmengineer, mljobs, mlworkflow, productionai]
@the.datascience.gal
18.0K
AAMachine Learning Projects with implementation 👨💻💡
Get access to 150+ machine learning projects with step-by-step guides for all skill levels. Whether you’re a beginner or an expert, these projects cover everything from predictive analytics and image classification to sentiment analysis and anomaly detection.
Each project includes:
• Practical Implementation: Real-world applications with easy-to-follow code.
• Customizable Ideas: Modify projects to fit your learning goals.
• Diverse Domains: NLP, computer vision, recommendation systems, and more.
Comment Projects and I’ll share the link directly! Start building and leveling up your ML skills now!
[Machine Learning, ML Projects, Deep Learning, Data Science, AI Projects, Data Science Projects, Python , Data Analytics]
#MachineLearning #MLProjects #DataScience #AIProjects #DeepLearning #DataScienceProjects #ArtificialIntelligence #MachineLearningProjects #AI #TechSkills #LearnAI #projects #hiring #aasifcodes #jobs
@aasifcodes
87.9K
DEBest AI Tool for testing automation🔥
Introducing Kane AI- world’s first Generative-AI based automation tool which:
✅Understands your product and then write structured test cases
✅It takes input in simple plain english and translates them into executable test cases
✅It will handle enterprise-level complexities like multiple languages, tech stack, API calls, etc!
✅Lastly it can detect bugs at runtime and auto-heal itself as and when changes are made in the product!
Comment “AI” to get the link straight in your DMs!
[AI, Automation, Tech, Software Engineering, Deployments, AI Tool]
#aitool #ai #softwareengineer #automation #softwaredeveloper
@devshree.17
216
TEMachine Learning & It's Types....
#datascience #interviewquestions #interviewtips #machinelearning #artificialintelligence
@tech_jroshan
152
AIMachine Learning is basically teaching a computer the same way you teach a kid.
Show enough examples…
and it starts recognizing patterns.
That’s how your phone recommends videos, detects faces, and filters spam emails.
AI isn’t magic.
It’s data + patterns.
More AI concepts coming in the next episodes.
Comment 'AI 'get you pdf
#MachineLearning #AIseries #ArtificialIntelligence #TechEducation #LearnAI
@ai_with_karthi
12.9K
ROmachine learning #machinelearning #machinelearningalgorithms #machinelearningtools
@ronantech
118
AI3 AI tools every student should know.
#aitools
#aiforstudents
#studytools
#aitips
#productivitytools
@aitoolsstudy
✨ #Machine Learning Tools Discovery Guide
Instagram hosts 150K posts under #Machine Learning Tools, creating one of the platform's most vibrant visual ecosystems. This massive collection represents trending moments, creative expressions, and global conversations happening right now.
Discover the latest #Machine Learning Tools content without logging in. The most impressive reels under this tag, especially from @sambhav_athreya, @chrisoh.zip and @the.datascience.gal, are gaining massive attention. View them in HD quality and download to your device.
What's trending in #Machine Learning Tools? The most watched Reels videos and viral content are featured above. Explore the gallery to discover creative storytelling, popular moments, and content that's capturing millions of views worldwide.
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Analysis of 12 reels
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