Focused Loss Computation for Class Imbalance - Coding problem | OneNoughtOne
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Machine Learning Patterns
0/347 completed
Linear algebra
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Vectors and Vector Spaces: The Language of Machine Learning
5
Coordinate Transformation Between Bases
Coordinate Transformation Between Bases
Closed-Form Linear Model Fitting
Column Compressed Sparse Matrix Format
Component-wise Vector Addition
Linear Kernel Computation (Dot Product Similarity)
Linear Transformation of a Vector
Square Matrix Determinant and Trace Evaluator
Matrix Dimension Restructuring
Computing the Multiplicative Inverse of a 2×2 Matrix
Matrix Row-Column Interchange
Scaling a Matrix by a Constant Factor
Polynomial Kernel Similarity Computation
Hyperplane Separation Width for Linear Classifiers
Three-Dimensional Vector Cross Product
Vector Inner Product Computation
Vector Projection onto a Line
Construct Diagonal Matrix from Vector
Column Space Basis Extraction
Doubly Stochastic Stream Mixing Forward Pass
Gauss-Seidel Linear System Solver
Gaussian Kernel Similarity Matrix
Hyperdimensional Row Encoding Using Bind-Bundle Operations
Low-Rank Adaptation Forward Computation
Pairwise Matrix Product Computation
Surprise-Driven Neural Memory Update with Momentum
Two-Dimensional Orthonormal Basis Generator
Row Reduced Canonical Form
Similarity Matrix Transformation
Spatial Translation Transformation in 2D
Spectral Analysis of a Square Matrix
Probability and statistics
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0/31
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Calculus and optimization
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0/65
0/1
Feature preparation
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0/13
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Classical machine learning
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0/16
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Simple Linear Regression
5
Categorical Cross-Entropy Loss Computation
Categorical Cross-Entropy Loss Computation
Majority Vote Ensemble Classifier
L2-Regularized Linear Regression Loss Computation
Sigmoid-Based Binary Classifier
Single Neuron Binary Classifier with Sigmoid Activation
Centroid-Based Data Partitioning
Decision Tree Complexity Threshold Analysis
Density-Based Spatial Clustering
Energy Demand Forecasting with Seasonal Detrending
Focused Loss Computation for Class Imbalance
Information Gain Split Finder
Optimal Gini Split Finder for Binary Classification Trees
Regression Tree Predictor
Soft Target Classification Loss
AdaBoost Ensemble Classifier Training
Recursive Classification Tree Builder
Neural networks and efficient training
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0/22
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Convolution and computer vision
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0/22
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Sequence models
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0/3
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Attention and transformers
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0/16
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Generative models
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0/5
0/1
Reinforcement learning
0/1
0/27
0/1
ML serving and evaluation
0/1
0/57
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Text and information retrieval
0/1
0/5
0/1
Financial time series
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0/4
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Additional numerical and ML techniques
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Course overview & roadmap
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