Lesson 2 of 170
AI & Data Career Roadmap 2026 | From Analyst to MLOps/Agentic AI Engineer
Lessons170 lessons
- 1Data Science Bangla Tutorial: Learn Python, Data Science & Artificial Intelligence | @aiquest
- 2AI & Data Career Roadmap 2026 | From Analyst to MLOps/Agentic AI Engineer
- 3A-Z Roadmap To Learn Python [[ শূন্য থেকে পাইথন এক্সপার্ট ]]
- 4Day-0🐍 60 Days of Python - Bangla Tutorial | Why Python Became the Global Leader in Programming?
- 5Day-01🐍 60 Days of Python (পাইথন) | Install Python, Anaconda, Jupyter, PyCharm | Kaggle-Google Colab
- 6Day-1.1🐍 60 Days of Python (পাইথন কোর্স) | Installing Jupyter Notebook in VS Code (All Steps)
- 7Day-2🐍 60 Days of Python | ভেরিয়েবল কি? Variable & Input/Output Function | Python Bangla Tutorial
- 8Day-3.0🐍 60 Days of Python | স্ট্রিং কি? Strings Basic Concept | Python Bangla Tutorial for Begineer
- 9Day-3.1🐍 60 Days of Python | স্ট্রিং মেথড কি? String Methods | Python Bangla Tutorials for Beginners
- 10Day-04🐍 60 Days of Python -বাংলা | Data Types in Python | Numeric & Boolean | Python Bangla Tutorial
- 11Day-4.1🐍 60 Days of Python - বাংলা | Data Type in Python | Sequences & Sets | Python Bangla Tutorial
- 12Day-4.2🐍 60 Days of Python -বাংলা | Data Type in Python | Pandas DataFrame | Python Bangla Tutorial
- 13Day-5🐍 60 Days of Python | Python Operators (Part-1)| Python Bangla Tutorial for Beginner to Advancd
- 14Day-06🐍 60 Days of Python (Advanced Python) | Python Bangla Tutorials Complete Course | Learn Python
- 15Day-7.1🐍 60 Days of Python | If, Elif, Else Conditional Statements (Part-01)| Python Bangla Tutorial
- 16Day-7.2🐍 60 Days of Python | If, Elif, Else Conditional Statements (Part-02)| Python Bangla Tutorial
- 17Day-8🐍 60 Days of Python | Python Bangla Tutorials | Solution of Assignment: 01 @aiquest
- 18Day-9🐍 60 Days of Python | Let's Talk About For Loop in Python (A to Z) | @aiquest
- 19Day-10🐍 60 Days of Python | While Loop in Python | While vs For | Loops in Python @aiquest
- 20Day-11🐍 60 Days of Python | Nested Loop in Python | Learn Python Loops | Free Advanced Python Course
- 21Day-12🐍 60 Days of Python | Python Lists: Understanding Lists in Python | Python Bangla Tutorial
- 22Day-13🐍 60 Days of Python | Python List: Understanding List Methods() in Python | Python Full Course
- 23Day-14🐍 60 Days of Python | List comprehension in Python
- 24Day-15🐍 60 Days of Python | Python Tuples: Understanding Tuple in Python | List vs Tuples in Python
- 25Day-16🐍 60 Days of Python | Python Tuples: Understanding Tuple in Python | More About Tuple (Part-2)
- 26Day-17🐍 60 Days of Python | Python Sets: Understanding Set in Python | Python Bangla Full Course
- 27Day-18🐍 60 Days of Python | Frozen Set in Python | Python Set{} vs FrozenSet{}, Python Bangla Course
- 28Day-19🐍 60 Days of Python | Python Set Methods | Python Bangla Tutorial Full Course | @aiquest
- 29Day-20🐍 60 Days of Python | Python Array | Python Bangla Tutorial | Array Methods in Python@aiquest
- 30Day-21🐍 60 Days of Python | All About Dictionaries in Python | Python Dictionary (A to Z) @aiquest
- 31Day-22 🐍 60 Days of Python | Zip() in Python | Python Bangla Tutorials Full Course
- 32Day-23 🐍 60 Days of Python | Zip & UnZip File with 2 Lines of Python Code | Python Bangla Tutorials
- 33Day-24 🐍 60 Days of Python | How to Search and Replace Text in a File in Python | Python Bangla
- 34Day-25🐍 60 Days of Python | Enumerate(): More on Unpacking in Python
- 35Day-26 🐍 60 Days of Python | Break & Continue Statements in Python @rashakil
- 36Day-27🐍 60 Days of Python | Continue Statement in Python & Differences | @rashakil
- 37Day-28🐍 60 Days of Python | Commonly used Built-in Functions in Python | Python Bangla Tutorials
- 38Day-29🐍 60 Days of Python | Function in Python (Bangla) | Python Bangla Tutorials for Begineers
- 39Day-30🐍 60 Days of Python | More about Return in Function | Python Bangla Tutorials |@aiquest
- 40Day-30.2🐍 60 Days of Python | More About Return in Python (Part-02)
- 41Day-31🐍 60 Days of Python | Calculate Factorial using Function | Python Bangla Tutorial for Beginner
- 42Day-32🐍 60 Days of Python | List Manipulation in Python
- 43Day-33🐍 60 Days of Python | Assignment on Breakup | Python Bangla Tutorials | @rashakil
- 44Day-34🐍 60 Days of Python - Bangla Tutorial | Arguments Vs. Parameters in Python Functions
- 45Day-35🐍 60 Days of Python - Bangla Tutorial | *args Vs. **kwargs in Python
- 46Day-36🐍 60 Days of Python | Python Function Recursion | Recursive Function in Python (Bangla)
- 47Day-37🐍 60 Days of Python | How to Use Python Lambda Functions (Bangla)
- 48Day-38🐍 60 Days of Python | Map(), Filter(), Reduce() with Python Lambda Function (Bangla)
- 49Day-39🐍 60 Days of Python | Module in Python (Bangla Tutorial)
- 50Day-40🐍 Make your own YouTube Downloader | 60 Days of Python | Bangla Tutorials
- 51Day-41🐍 60 Days of Python | File Handling in Python: Open, Append, Read, Write
- 52Day-42🐍 60 Days of Python | Working with PDFs | Reading PDF Files
- 53Day-43🐍 60 Days of Python - Generators in Python | List Comprehension Vs. Generators
- 54Object-Oriented Programming (OOP) and Exception Handling in Python | #OOP
- 55Stop Searching! ALL Machine Learning Topics in ONE Video (Complete Guide)
- 56What is Data Science? Data Science Vs. Analytics Vs. ArtificiaI Intelligence Vs. Machine Learning
- 57What is Machine Learning? Artificial Intelligence Vs. Machine Learning (Explained)
- 58Types of Machine Learning Models | Discriminative Vs. Generative Model in AI
- 59Main Steps to Build an ML/AI Application from Starting to Deployment @aiquest
- 60Best 4 Code Editor/IDE for Data Science & Machine Learning: A Comprehensive Bangla Tutorial @aiquest
- 61Pandas for Machine Learning | Python Pandas DataFrame Bangla Tutorial | Pandas Course | @rashakil
- 62Pandas Profiling | Exploratory Data Analysis | Data Science | EDA | Bangla
- 63Pandas for Data Science & AI | Importing Google Sheets using Python Pandas | @aiquest, @rashakil
- 64Types of Variables in Data Science | Statistics for Machine Learning | Bangla
- 65Regression Analysis in Statistics: Simple Linear Regression in Data Science & Machine Learning
- 66Scikit-Learn Library for Supervised Learning | Machine Learning Bangla Tutorial for Begineers
- 67Implementing Linear Regression with Python | Machine Learning Bangla Tutorials (Bangla)
- 68Loss & Cost Functions in Linear Regression | Machine Learning Bangla Tutorials
- 69Coefficient of Determination (R-Squared) | Linear Regression in Machine Learning (Bangla)
- 70Salary Prediction using Linear Regression | Machine Learning Bangla Tutorials
- 71Best 55 Public CSV Datasets for Data Science, Data Analytics & Machine Learning | ML Bangla Tutorial
- 72Machine Learning Tutorial Bangla | Python - Linear Regression with Multiple Variables | Data Science
- 73Overfitting and Underfitting Concepts in Machine Learning
- 74Scikit-Learn Library for Model Selection | Machine Learning Bangla Tutorial for Begineers
- 75Data Splitting | Train-Test Split for Evaluating Machine Learning Algorithms (Bangla)
- 76Pearson Correlation Coefficient | Correlation Interpretation in Data Science
- 77Linear Regression Vs. Polynomial Regression | What, When, Where?
- 78Regression Analysis: Polynomial Regression Explained
- 79Feature Engineering: Feature Transformation in Machine Learning
- 80Feature Engineering: Encoding & Decoding in Machine Learning
- 81Scikit-Learn Library for Data Preprocessing | Machine Learning Bangla Tutorial for Begineers
- 82Feature Engineering: Label Encoder in Machine Learning | Encoding & Decoding (Bangla)
- 83Feature Engineering: One-Hot Encoding in Machine Learning (Bangla)
- 84Feature Engineering: Binary Encoder Explained in Machine Learning (Bangla)
- 85Feature Engineering: Ordinal Encoder Explained in Machine Learning (Bangla)
- 86Normalization Concept in Statistics | Data Scaling | Feature Transformation in Machine Learning
- 87Standardization in Statistics | Standard Scaler in Machine Learning | Z-Score Transformation
- 88Differences: Fit, Transform, Fit_Transform in Machine Learning (Bangla)
- 89What is Data Leakage in Machine Learning?
- 90Machine Learning Project | Profit Prediction using Multiple Linear Regression (Bengali)
- 91Gradient Descent: Linear Regression with Gradient Descent in Machine Learning | Linear Regression
- 92Decision Tree: A Complete Guide for Machine Learning | Decision Tree with Python | Bangla
- 93Classification: Decision Tree Construction in Machine Learning | Decision Tree Classifier
- 94Confusion Matrix in Machine Learning (Bangla) | Evaluate Classification Models
- 95Confusion Matrix with Python (Bangla) | Machine Learning
- 96What is Cross Validation | K-Fold & Stratified K-Fold Cross Validation | Stats & Machine Learning
- 97XGBoost: Implementing K-Fold Cross Validation with Python & XGBoost Classifier
- 98Machine Learning Tutorial (Bangla) | Logistic Regression Classification Explained with Example
- 99Machine Learning Tutorial (Bangla) | Logistic Regression in Machine Learning (Part-2)
- 100Machine Learning Tutorial (Bengali) | Customer Churn Prediction Using Python Machine Learning
- 101Machine Learning Tutorial (Bangla) | SVM in Machine Learning | Support Vector Machine in ML
- 102Ensemble Learning in Machine Learning: A Gentle Introduction to Ensemble Learning Algorithms
- 103Random Forest: A Complete Guide for Machine Learning | Random Forest Explained | Bangla
- 104Random Forest with Python | Implementing Random Forest for Classification | Bangla
- 105Machine Learning Tutorial | Save ML Model | Pickle vs Joblib | Data Science Tutorial | Python for DS
- 106Grid Search vs Random Search: Hyperparameter Optimization/Tuning
- 107Norms in Machine Learning | Norms Vs. Distance Metrics | Manhattan Distance | Euclidean Distance
- 108Machine Learning Tutorial (Bangla) - KNN | K-Nearest Neighbors Algorithm in ML | KNN Explained
- 109K-Nearest Neighbors Algorithm (KNN) | KNN Regression Python | Data Science Course for Beginners
- 110Machine Learning Tutorial (Bangla) | K-Nearest Neighbors (K-NN) Explained using Python Sklearn
- 111Machine Learning Tutorial (Bangla) | What is CountVectorizer in Python & How CountVectorizer Work
- 112Machine Learning Tutorial (Bengali) | TF-IDF Vectorizer | Feature Extraction Techniques | NLP
- 113Machine Learning Bangla | Naive Bayes Classifier in Machine Learning | Naïve Bayes in ML Bengali
- 114Naive Bayes Algorithm with Python | Machine Learning | Bangla
- 115Python Libraries for Natural Language Processing | NLTK, TextBlob, Gensim, Hugging Face(Transformer)
- 116@aiquest NLP Project: Spam eMail Detection with Naive Bayes Classifiers (Bengali)
- 117Data Science & Machine Learning Project | NLP - Fake News Classification using Machine Learning ✅
- 118Data Science & Machine Learning Project | Breast Cancer Prediction using PyCaret ✅
- 119Scikit-Learn Library for Unsupervised Learning | Machine Learning Bangla Tutorial for Begineers
- 120Cluster Analysis (Bangla) | KMeans Cluster in Machine Learning | Unsupervised Learning, Data Science
- 121How PCA Works? Feature Selection vs Dimensionality Reduction | Principal Component Analysis | Bangla
- 122Dynamic Time Warping | DTW Algorithom | Machine Learning For Time Series
- 12301. How to Complete Deep Learning & AI Course? | Guidelines | Bangla
- 124Roadmap: Complete Deep Learning & Generative AI (Bangla Tutorial)
- 12502. Artificial Neuron in Neural Network | 90 Days of Deep Learning | AI Bangla Tutorial @aiquest
- 12603. Neural Network Explained | Deep Learning (Bangla) | 90 Days of Deep Learning
- 12704. Importance of Activation Functions in Deep Learning (Bangla) | 90 Days of Deep Learning
- 12805. Activation Functions in Neural Networks (Part-02) | Deep Learning | Artificial Intelligence
- 12906. Activation Functions with Python (Part-03) | 90 Days of Deep Learning | Artificial Intelligence
- 13007. What are the Steps Per Epoch? Batch Size | Neural Network in Deep Learning (Bangla)
- 13108. The Math Behind an Artificial Neuron | Forward Propagation | Neural Networks (Bangla)
- 13209. Single Neuron Implement with Python | 90 Days of Deep Learning (Bangla)
- 13310. Learn Calculus for Deep Learning (Bangla) | 60 Days of Deep Learning | Partial Derivative
- 13411. Backpropagation using Chain Rule (Bangla) | 90 Days of Deep Learning | @aiquest
- 13512. Practice: Backpropagation in Neural Network (Bangla) | 90 Days of Deep Learning
- 13613. Norms in Deep Learning/ML (Bangla) | Distance Metrics | Euclidean Distance | Manhattan Distance
- 13714. Convex and Non-Convex Cost Functions in Machine Learning (Bangla) | 90 Days of Deep Learning
- 13815. Gradient Descent Optimizer in Deep Learning/ML (Bangla) | 90 Days of Deep Learning
- 13916. Different Variants of Gradient Descent | Bangla | Deep Learning & AI @aiquest
- 14017. Gradient Descent with Momentum (Bangla) | 90 Days of Deep Learning | Neural Network
- 14118. Gradient Descent With Nesterov Accelerated Gradient (NAG) | Nesterov Momentum | Bangla Tutorial
- 14219. Adaptive Gradient Algorithm (Adagrad) | 90 Days of Deep Learning | Bangla Tutorials
- 14320. Understanding RMSprop Optimizer (Bangla) | Adaptive Optimization in Neural Networks
- 14421. Understanding AdaDelta Optimizer (Bangla) | 90 Days of Deep Learning | Neural Network
- 14522. Understanding Adam & NAdam Optimizer (Bangla) | 90 Days of Deep Learning
- 14623. Understanding AMSGrad Optimizer (Bangla) | 90 Days of Deep Learning | Neural Network
- 14724. Vanishing Gradient Problem in Deep Neural Networks | 90 Days of Deep Learning (Bangla)
- 14825. Exploding Gradient Problem in Deep Neural Networks | 90 Days of Deep Learning | Bangla Tutorial
- 14926. Three Powerful Ways to Build Neural Networks with TensorFlow & Keras | 90 Days of Deep Learning
- 15027. Keras: The High-level API for TensorFlow | 90 Days of Deep Learning & AI | Bangla
- 15128. Customer Churn Prediction using Neural Network & TensorFlow | 90 Days of Deep Learning | Bangla
- 15229. Intro to Computer Vision in Deep Learning | Images | Frame Rates | Pixel Value @aiquest
- 15330. Convolutional Neural Networks (CNN) | Computer Vision | CNN Bangla Tutorial | Deep Learning
- 15431. Convolution Operation | ReLU | Convolutional Neural Network (CNN) | Kernel Operation | Maths
- 15532. Pooling Layer | Flatten Layer & Dense Layer | Convolutional Neural Network (CNN) | Bangla Course
- 15633. Convolutional Neural Networks | Calculating Parameters & Dimensions in CNNs | Deep Learning
- 15734. Convolutional Neural Networks (CNN) in Python | Complete Deep Learning Course | Bangla Tutorial
- 158Computer Vision | Transfer Learning | Vision Transformer(ViT) vs. CNNs
- 159RNN: All you need to know about Recurrent Neural Network | Bangla Tutorial @aiquest
- 160RNN: How Recurrent Neural Network Architecture Work: One-to-One/Many, Many-to-One/Many | Full Bangla
- 161RNN: Main Components of Recurrent Neural Networks (RNNs) | Bangla Tutorial
- 162RNN: Main Steps to Train a Recurrent Neural Network (RNN) | Bangla Tutorial
- 163RNN: Detailed Steps to Unfold a Recurrent Neural Network (RNNs) | Bangla Tutorial
- 164RNN: Calculating Loss & Backpropagation Through Time in Recurrent Neural Networks (RNNs) | Bangla
- 165Backpropagation Through Time (BPTT) in RNN | Chain Rule | 90 Days of Deep Learning | Bangla Tutorial
- 166RNN: Let’s Understand the Problems with Recurrent Neural Networks | Bangla Tutorial
- 167LSTM: Long Short-Term Memory (LSTM) Explained | Bangla Tutorial | @rashakil
- 168LSTM: Long Short-Term Memory (LSTM) with Python | Bangla Tutorial
- 169GRU: Understanding Gated Recurrent Unit (GRU) in Deep Learning | Bangla Tutorial
- 170Transformer Architecture | Attention Is All You Need | Bangla