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Machine Learning

Activation Functions
Bias-Variance Tradeoff
Classification Of Goods Using Text Descriptions With Sentences Retrieval
Contrastive Loss
Curse Of Dimensionality
Gradient Descent
Image Captioning
Kernel Trick
Losses
Naive Bayes Method
Overfitting
PCA
Regularization
Semantic Segmentation
Support Vector Machine
Types Of ML Algorithms
Validation

👉AI Safety

Adversarial Machine Learning - A Taxonomy And Terminology Of Attacks And Mitigations
AI Safety
Can’t Hide Behind The API-Stealing Black-Box Commercial Embedding Models
Excessive Agency
Exploiting LLM APIs
Fraudulent Scam By Unknown Remote Attacker
Injection Prompts
Insecure Output Handling
Insecure Plugin Design
Internet Of Agents - A New Era For Cybersecurity
Model Denial Of Service
Model Theft
Overreliance
Prompt Injection
Prompt Injection Defense Measures
Prompt Injection Types
Prompts Should Not Be Seen As Secrets
Red Teaming In GenAI
Sensitive Information Disclosure
Supply Chain Attack
Training Data Poisoning
Vulnerabilities In LLM-base Applications

👉Deep Learning

A Human-Inspired Reading Agent With GistMemory Of Very Long Contexts
Accumulate Gradient
Action-Driven LLMs
Adversarial Networks
Autoencoder
Back Propagation
CLIP - Contrastive Language-Image Pre-Training
CNN
Cost Of Fine-Tuning LLMs
Data2Vec - A General Framework For Self-supervised Learning In Speech, Vision And Language
Deep Reinforcement Learninig
Diffusion Models
Does Fine-Tuning LLMs On New Knowledge Encourage Hallucinations?
Fixie.AI
FrugalGPT
Graph Neural Network
HuggingGPT
Human-In-The-Loop LLM Agents
Instruction Tuning For Large Language Models- A Survey
LangChain
Large Language Models (Llms)
LLamaIndex
LoRA - Low-Rank Adaptation Of LLMs
Masked LM Vs Causal LM
MemGPT - Towards LLMs As Operating Systems
Neural Attention
Neural Autoregressive Distribution Estimation
PEFT - Parameter-Efficient Fine-Tuning
Quantization
ReAct - Synergizing Reasoning And Acting In Language Models
Restricted Boltzmann Machines (Rbm)
RNN
Router Ideas
Transformer
Unlock LLMs' Potential
Wide & Deep Learning

👉Knowledge Graph

GNN-RAG, Graph Neural Retrieval For Large Language Model Reasoning
Survey On Knowledge Graph For RecSys

👉MLOps

Artifacts
AutoML
Cnvrg.Io Workshop
Data Governance
Data Pipeline
Evolution Of ML Use Cases
Experiment Tracking
Features
Intro To MLOps
ML Deployment
ML Solutions Team Members
Model Versioning And Registry
Principles Of MLOps
Technologies
Training Pipeline
Versioning Data

👉👉ML Models Deployment

Architecture Component Breakdown
Building Resiliency In Serving
Challenges For ML Deployment
Course Outline
Deployment Best Practices
Feature Engineering
ML System Architecture
Model Deployment
Pydantic
Python Packages
Rollout Strategies
Scaling Model Serving
Scikit-learn For Feature Engineering
Serving ML Models
Tox

👉Machine Translation

Adaptive Machine Translation
Adaptive Machine Translation With LLMs
An Empirical Comparison Of Domain Adaptation Methods For NMT
Domain-Specific Text Generation For Machine Translation
Fuzzy Matches
Tagged Back-Translation
Translation Memories

👉Measures and metrics

Accuracy
Churn
Coherence
Coverage
Cross-Entropy
Diversity
Entropy
Hit Rate
Jaccard Similarity
Kullback-Leibler Divergence
Metrics For RS
Mutual Information
Novelty
Ranking Recommendation Metrics
Responsiveness
Serendipity
Similarity
Stability And Reliability
Statistical Distance
Topic Diversity
Unexpectedness
Utility

👉Recommender Systems

Cold-start
Cross Domain RS
DL Models
Feedback
How To Use Textual Data
Multi-task Learning
Multilayer Perceptron
Neural Collaborative Filtering
PinnerSage - Multi-Modal User Embedding Framework For Recommendations At Pinterest
Social Information
Surpriselib
Text-based Collaborative Filtering For Cold-Start Soothing And Recommendation Enrichment

👉👉Collaborative Filtering

Collaborative Filtering
Knn
Matrix Factorization
Memory-based Methods
Model-based Methods

👉👉Content based

Content-based Filtering

👉👉Demographic Filtering

Demographic Filtering

👉👉Hybrid Filtering

Hybrid Filtering

👉👉Sequential RS

BERT4Rec
Chameleon
CoSeRNN
JODIE-Predicting Dynamic Embedding Trajectory In Temporal Interaction Networks
NxtPost - User To Post Recommendations In Facebook Groups
Sequential RS

👉👉Clustering

Author Clustering And Topic Estimation For Short Texts
Cluster Consensus
Clustering
College Library Personalized Recommendation System
Evaluate Clustering
HDBSCAN
UMAP
WEClustering

👉👉Topic Modelling

Autoencoding Variational Inference For Topic Models
BERTopic
Clusters On Word Embeddings
Collaborative Topic Modeling
Combined Topic Modelling
Concept
LDA
LSA
PLSA
Top2Vec
Topic Modeling In Embedding Spaces
Topic Modelling
Topic Modelling Meets Deep Neural Networks - A Survey

👉Interviews

Behavioral Questions
Best Questions To Ask For Knowing More About Technical Work
Best Questions To Ask For Knowing More About The Role
Best Questions To Ask For Knowing More Culture And Welfare
Best Questions To Ask For Knowing The Company Business Model
Best Questions To Ask For Knowing What The (Ml) Jobs Entails
Best Questions To Ask To Know More About Company Direction
Do's To Preprare Interviews
Interviews, Personal Questions (It)
ML Questions Examples
Questions About Communication
Questions About Interest In The Field
Questions About Personality
Useful Links

👉👉Data Structures & Algorithms

Arrays
Dynamic Programming
Graph
Hash Table
Heap
Interval
Linked List
Matrix
Queue
Recursion
Sorting And Searching
Stack
String
Tree
Trie

👉👉GitHub questions

Machine Learning Questions
Python Questions

👉👉Q&A to ML questions

Normalization, Standardization And Regularization
Vectors

👉Programming

Amazon DSSTNE
Apache Spark
Approximate Nearest Neighbour
BI And Data Visualization Tools
CCA - A Multi-View Embedding Space For Modeling Internet Images, Tags, And Their Semantics
Curse Of Dimensionality
DevOps
Manifold Alignment
Maximal Marginal Relevance
Ranking

👉👉Debugging

Keyerror In Coherence (By Gensim)
Tokens In OpenAI API

👉👉SQL

SQL Constraints
SQL JOIN
SQL Stored Procedures
SQL Syntax
SQL Views

👉Switzerland

AVS-AHV
Moving To Zurich

Templates

Agenda Template
Note Template
Paper Template
Quick Note Template
TO-DO Template

On this page

Tags

Tox

Created: 2023-03-03 14:13
#quicknote

Tox is a generic virtualenv management and test command line tool.

A guide for the config file for tox is here.

Tags

#mlops #course #python