Enum ModelParadigm 

pub enum ModelParadigm {
    TraditionalML,
    DeepLearning,
    FineTuning,
    Distillation,
    MoE,
    ReinforcementLearning,
    FederatedLearning,
    Nas,
    ContinualLearning,
    MetaLearning,
}

Model training paradigm classification

Variants

TraditionalML

Traditional ML (sklearn-style)

DeepLearning

Deep Learning from scratch

FineTuning

Fine-tuning pretrained models

Distillation

Knowledge distillation

MoE

Mixture of Experts

ReinforcementLearning

Reinforcement Learning

FederatedLearning

Federated Learning

Nas

Neural Architecture Search

ContinualLearning

Continual/Lifelong Learning

MetaLearning

Meta-Learning

Implementations

impl ModelParadigm

pub fn compute_intensity(&self) -> ComputeIntensity

Get typical compute intensity for this paradigm

pub fn benefits_from_gpu(&self) -> bool

Check if paradigm typically benefits from GPU

Trait Implementations

impl Clone for ModelParadigm

fn clone(&self) -> ModelParadigm

Returns a duplicate of the value.

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source.

impl Debug for ModelParadigm

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter.

impl<'de> Deserialize<'de> for ModelParadigm

fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Hash for ModelParadigm

fn hash<__H: Hasher>(&self, state: &mut __H)

Feeds this value into the given Hasher.

fn hash_slice<H>(data: &[Self], state: &mut H)

where H: Hasher, Self: Sized,

Feeds a slice of this type into the given Hasher.

impl PartialEq for ModelParadigm

fn eq(&self, other: &ModelParadigm) -> bool

Tests for self and other values to be equal, and is used by ==.

fn ne(&self, other: &Rhs) -> bool

Tests for !=. The default implementation is almost always sufficient, and should not be overridden without very good reason.

impl Serialize for ModelParadigm

fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>

where __S: Serializer,

Serialize this value into the given Serde serializer.

impl Copy for ModelParadigm

impl Eq for ModelParadigm

impl StructuralPartialEq for ModelParadigm