each year, there is more demand for data science talent, and with it comes a need for more data scientists to fill the ranks.
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Statistical Programming
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Probability & Statistics
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Mathematics
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Machine Learning
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Data Visualization
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SQL
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Deep Learning
easier and critical data science skill that you can gain is SQL, even if you have no programming experience.
LEARN
Relational database model
SQL commands
Null Value
Indexes
Creating Tables
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Joins
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Primary & Foreign Key
SubQuery
statistics is a fundamental tool of Data Scientists
LEARN
Descriptive Statistics
Probability Theory
Statistical Features
Probability Distributions
Dimensionality Reduction
Over- and Under-Sampling
Bayesian Statistics
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0218
all programming languages, especially for data science, have a non-negligible learning curve to overcome
PYTHON
R Programming
JAVA
SCALA
JULIA
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Paths
statistical visualization is a key component of being a Data Scientist
Audience Understanding
Storytelling with data
Easy to read & understand
Empowering and accurate
Use clear, concise language to preserve attention
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Learn
it should come as little surprise that the fundamental competencies data scientists need are a core understanding of Linear Algebra and multivariable calculus.
Linear Regression
Logistic Regression
Matrix Algebra
Calculus
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Learn
FAAANG companies require an expert knowledge Machine Learning knowledge.
Predictive Models
ML Algorithms
CNN Models
Recurrent Neural Network
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Algorithmic techniques
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Greedy Algorithms
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Dynamic Programming
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Deep Learning has become an important element of data science and TensorFlow is heavily used by data scientists for research and high-level implementation of ML algorithms.
Discrete Mathematics
Neural Architecture
Data Modelling & evaluation
Reinforcement Learning
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Natural Language Processing
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Transitioning to a career in data science can mean steady employment in a high-paying industry once you have the right skills.
If you’re getting started, practicing and developing these skills through the recommended learning resources will help you build up critical skills to make informed decisions.