1.2M
CHMachine learning relies heavily on mathematical foundations.
#tech #ml #explore #fyp #ai
@chrisoh.zip
#Machine Learning Data Analysis
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140.8K
TOLet’s build a Machine Learning Model for Sentiment Analysis! 🤖💬
Using this dataset that I found online, I was able to experiment with building ML Models using Tensorflow and Python. 💻
This is the first time I’ve made a video about building an ML Model, so let me know if you’d like to see more! 🎥
After testing this, I was pretty impressed with the results. Would you like to see that video? 👀
@tom.developer
53.2K
LILet’s see if I can cover the ML pipeline in 60 seconds ⏰😅
Machine learning isn’t just training a model. A production ML lifecycle typically looks like this:
1️⃣ Define the problem & objective
2️⃣ Collect and (if needed) label data
3️⃣ Split into train / validation / test sets
4️⃣ Data preprocessing & feature engineering
5️⃣ Train the model (forward pass + backpropagation in deep learning)
6️⃣ Evaluate on held-out data to measure generalization
7️⃣ Hyperparameter tuning (learning rate, architecture, etc.)
8️⃣ Final testing before release
9️⃣ Deploy (batch inference or real-time serving behind an API)
🔟 Monitor for data drift, concept drift, latency, cost, and reliability
1️⃣1️⃣ Retrain when performance degrades
Training updates weights.
Evaluation measures performance.
Deployment serves predictions.
Monitoring keeps the system healthy.
It’s not linear. It’s a loop.
And once you move beyond a single experiment, that loop becomes a systems problem.
At scale, the challenge isn’t just modeling … it’s building reliable, scalable infrastructure that supports the entire lifecycle.
Curious if this type of content is helpful! Lmk in the comments & as always Happy Building! 🤍
@lindavivah
118.7K
ASFREE Data Analytics learning resources.
Seriously, start here before paying for any courses.
These are FREE & a great introduction for any skill you want to learn.
- SQL: https://www.youtube.com/watch?v=7S_tz1z_5bA
- Excel: https://www.youtube.com/watch?v=pCJ15nGFgVg
- Tableau: https://www.youtube.com/watch?v=aHaOIvR00So
- Python: https://www.youtube.com/watch?v=LHBE6Q9XlzI
#dataanalytics #dataanalyst #datascience #womenintech #aiengineering #techcareers
@askdatadawn
12.3K
VOComment "DATA" for the links.
You Will Never Struggle With Data Science Again
📌 Learn the most important foundations with these beginner-friendly resources:
1️⃣ Learn Python for Data Science – FreeCodeCamp’s full beginner course
2️⃣ Essence of Linear Algebra – 3Blue1Brown’s visual, intuitive playlist
3️⃣ Statistics – A Full Lecture (2025) – step-by-step breakdown of core stats concepts
Stop feeling overwhelmed by Python, statistics, or linear algebra. These tutorials simplify the fundamentals of Data Science with clear explanations, visuals, and real-world examples.
Whether you’re preparing for a career in Data Science, getting into machine learning, or just curious about data analysis, this is the fastest way to finally understand how it all fits together.
Save this post, share it, and turn confusion into clarity with Python, Stats, and Linear Algebra for Data Science 📊
@volkan.js
10.8K
PEPutting machine learning mathematics prerequisites into context, to better appreciate their significance.
Resources used:
- Deisenroth at al, Mathematics for Machine Learning, 2020
- Goodfellow et al, Deep Learning, 2016
- MathAcademy
@petal.byte
6.4K
DI3 AI tools you need if you hate doing data analysis work!
Of course, this is AI so please exercise critical thinking with AI generated reports or analysis
#dataanalysis #aitools
@digitalsamaritan
290.8K
DA1. Look at the big picture.
2. Get the data.
3. Explore and visualize the data to gain insights.
4. Prepare the data for machine learning algorithms.
5,. Select a model and train it.
6. Fine-tune your model.
7. Present your solution.
8. Launch, monitor, and maintain your systen.
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#datascience #machinelearning #python #ai #dataanalytics #artificialintelligence #deeplearning #bigdata #agenticai #aiagents #statistics #dataanalysis #datavisualization #analytics #datascientist #neuralnetworks #100daysofcode #genai #llms #datasciencebootcamp
@datasciencebrain
217.1K
IThow to learn ml with no experience - been getting asked a ton about this #techcareer #ai #machinelearning #careergrowthtips #careerdevelopment #datascience
@itsallykrinsky
59.1K
EMThese are some of the best beginner-friendly resources I’ve found to actually understand machine learning.
Nothing overly complicated, just what you need to get the concepts and start building.
Comment ML and I’ll send you all the resources.
@emrcodes
455.4K
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
1.8M
MAI won’t be mad if you copy this entire roadmap…
#dataanalyst #dataanalysis #dataanalytics #data #analyst #techjobs #breakintotech #wfh #workfromhome #wfhjobs #remotejobs #remotework #excel #sql #tableau #python
@marytheanalyst
✨ #Machine Learning Data Analysis Discovery Guide
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