Math Session
Successfully completed todays 4-hour Math session and it was really insightful. Hello buddy! whats your daily routine?#LinearAlgebra #Calculus #Statistics…
Life WIll End Anyway
Life will end anyway. So I choose to spend mine giving it everything I’ve got#life #death #earthquake #news #AMICI24…
Difference Between Anamoly and Outlier
Let’s clarify the difference between anomaly and outlier in a crystal-clear way with a direct comparison: 🔍 Clear Definition:…
Random Variable (Statististics)
A random variable is a way to assign numbers to the outcomes of a random experiment.#Statistics #MachineLearning #DataScience #Zulqai…
Mutually Exclusive Events
Mutually exclusive events are events that cannot happen in the same trial or moment. If one happens, the other…
Histogram Vs Box Plot
Use of Statistics & Graphs In Data Science -Use a box plot for quick insights.-Use a histogram when you…
Percentile
A percentile tells you what percent of values fall below a certain point in your data. If you're in…
Standard Deviation Vs Variance
Variance is like saying: "The average error is 25 square kilometers." Standard deviation is like: "The average error is…
Measure Of Dispersion
A measure of dispersion tells us how spread out or scattered the data is. It shows how much the…
Standard Deviation
Standard deviation measures how spread out the numbers are in a dataset. Low standard deviation → The numbers are…
Modeling With Equations
Modeling with equations is essential for both math and machine learning, as it helps you translate real-world problems into…
Enjoying the Process Of Becoming Ml Engineer
When ever I solve any problem of Math, It gives peace to my soul. I am really enjoying the…
Exponents
Exponents are a way of writing repeated multiplication in a short form. Instead of writing the same number multiple…
Real numbers
Real numbers are just numbers that can be found on the number line. They include: Basically, real numbers include…
The Greatest Engineers of All Time and Lessons from Their Lives
Engineering has shaped the world we live in, from the smallest electronic circuits to the largest bridges and space…
Functions
Think of a function as a machine that takes something in, does some work on it, and then gives…
Unsupervised Learning, Recommenders, Reinforcement Learning Certification
I’m happy to share that I’ve obtained a new certification: Unsupervised Learning, Recommenders, Reinforcement Learning from https://t.co/SfcwdHFb86!#MachineLearning #AI #ReinforcementLearning…
Game based on Reinforcement Learning
Game based on Reinforcement Learning Algorithm#ReinforcementLearning #AI #Zulqai pic.twitter.com/JJMvaIKSIq — Zulqarnain Jabbar (@Zulq_ai) March 6, 2025
Markov Decision Process (MDP)
Imagine you are playing a video game where you control a character moving through different rooms, collecting coins, and…
Exploration vs. Exploitation in Reinforcement Learning (RL)
Reinforcement Learning (RL) agents must balance two opposing strategies when making decisions: Analogy: Choosing a Restaurant 🍔 vs 🍕…
Continous State Applications
A continuous state application means that the state of a system can take any value within a range, instead…
random (stochastic) environment
A stochastic (random) environment is one where your actions don’t always lead to the same outcome, even if you…
Machine Learning Roadmap With Courses
I am becoming a machine learning engineer, and I have created a roadmap for beginners like you to become…
delta and epsilon in layman terms
Delta (Δ) → Change or Difference Epsilon (ε) → Tiny Margin of Error#machinelearning #ArtificialInteligence #zulqai — Zulqarnain Jabbar (@Zulq_ai)…
Limits In Layman Terms
Imagine you are walking towards a wall. Every step you take, you cover half the remaining distance: Even though…
Feature Scalling
Feature scaling is like making everything fit in the same range so that no feature dominates the others.#machinelearning #ai…
collaborative filtering
Loading data for collaborative filtering? Exclude unnecessary columns (user ID, movie ID, etc.)Define feature counts for users & moviesSet…
Lifelong Learning
Lifelong learning surpasses your formal school degree. — Zulqarnain Jabbar (@Zulq_ai) February 4, 2025
Data Is Precious Than Gold Nowadays
Data is more Precious than Gold nowadays. — Zulqarnain Jabbar (@Zulq_ai) February 3, 2025
Advanced Learning Algorithms Certification From Deeplearning.AI
I’m excited to share a significant milestone in my journey toward becoming a machine learning engineer! I recently completed…
Accuracy and Percision
Accuracy is about overall correctness.Precision is about the reliability of positive predictions. — Zulqarnain Jabbar (@Zulq_ai) January 15, 2025…
Steps For Building End To End Machine Learning Projects
Steps for building end_to_end ML Projects: 1. Data Cleaning2. EDA3. Text Preprocessing4. Model Building5. Evaluation6. Improvements7. Website conversion8. Deployment#zulqai…
Few people truly pursue what they love to do
Few people truly pursue what they love to do. — Zulqarnain Jabbar (@Zulq_ai) January 9, 2025 In the fast-evolving…
Types Of Layers In Machine Learning
Imagine recognizing a face in a photo: Conv2D: Detects edges of the nose, eyes, and mouth. MaxPooling2D: Keeps the…
Numbers Are Everywhere
No's Are Everywhere Neural Networks Just See No's In The Images — Zulqarnain Jabbar (@Zulq_ai) January 4, 2025
why normal distribution is important in data science?
The normal distribution, also known as the Gaussian distribution, is a type of probability distribution that is symmetric and…
What is entropy in machine learning (Simple Words)
In simple words, entropy in machine learning is a measure of uncertainty or randomness in data. It tells us…
Training Set, Cross Validation Set & Test Set
Training set: Used to train the model. Validation (CV) set: Used to tune model hyperparameters (e.g., complexity, regularization). Test…
Training Error & Cross Validation Error
Training error: Measures fit on the training data. Cross-validation error: Measures generalization to unseen data. Bias-Variance Tradeoff: High bias…
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