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Farha kousar
Farha kousar

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Explore "The Data Science Sandwich"

Dive into the layers of data science with Rocky Bhatia's comprehensive guide:

  1. Mathematics
  2. Linear Algebra
  3. Analytic Geometry
  4. Matrix Vector Calculus
  5. Optimization Regression
  6. Dimensionality Reduction
  7. Density Estimation
  8. Classification Probability Statistics

  9. Programming

  10. Python SQL

  11. Database (MySQL, MongoDB)

  12. Data Structure

  13. Web Scraping

  14. Linux GIT

  15. Machine Learning

  16. Introduction

  17. Model Mechanics

  18. Basic Data Exploration

  19. First ML Model

  20. Model Validation

  21. Underfitting & Overfitting

  22. Random Forests (Python | R)

  23. scikit-learn Intermediate

  24. Handling Missing Values

  25. Handling Categorical Variables

  26. Pipelines

  27. Cross-Validation (R)

  28. XGBoost (Python | R)

  29. Data Leakage

  30. Deep Learning

  31. Artificial Neural Network

  32. Convolutional Neural Network

  33. Recurrent Neural Network

  34. TensorFlow

  35. Keras

  36. PyTorch

  37. Single Neuron Deep Neural Network

  38. SGD, Overfitting, Underfitting

  39. Dropout, Batch Normalization

  40. Binary Classification

  41. Feature Engineering

  42. Baseline Model

  43. Categorical Encodings

  44. Feature Generation

  45. Feature Selection

  46. Natural Language Processing

  47. Text Classification

  48. Word Vectors

  49. Data Visualization Tools

  50. Excel VBA BI (Business Intelligence)

    • Tableau
    • Power BI
    • Qlik View
    • Qlik Sense
  51. Deployment

  52. Microsoft Azure

  53. Heroku

  54. Google Cloud Platform

  55. Flask DJango

  56. DataBricks

  57. Other Points

  58. Domain Knowledge

  59. Communication Skill

  60. Reinforcement Learning

  61. Case Studies (Netflix, Flipkart, Credit Card Fraud Detection, Movie Recommendation, etc.)

  62. Keep Practicing
    "Practice makes a man perfect." Save for later and stay tuned for more insights!

Connect with me (https://lnkd.in/gAjyNpEy

Top comments (2)

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waledkhalex56 profile image
waledkhalex56

Exploring "The Data Science Sandwich" by Rocky Bhatia is like biting into a stacked, flavorful learning journey—layered with everything from foundational mathematics and Python programming to advanced topics like deep learning, NLP, and cloud deployment. Whether you’re diving into Linear Algebra, building your first ML model, or deploying projects on Heroku or GCP, this guide serves as a career roadmap for aspiring data scientists. Just as someone might search for the Popeyes sandwich price to decide their next meal, knowing the key ingredients of data science helps you make informed decisions about your learning path. Practice consistently, absorb each layer, and you’ll master the full sandwich.

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keithwalker profile image
Keithwalker

This guide is like the ultimate "data science sandwich" packed with everything from math foundations to real-world deployment tips. Whether you're just starting out or brushing up your skills, it’s a goldmine of info! If you’re building something and need expert support, you can also hire python developer to speed up your progress. Thanks for sharing this, definitely bookmarking.