diff --git a/frontend/src/components/ModelManage/EvaluationTab.tsx b/frontend/src/components/ModelManage/EvaluationTab.tsx
index 89e5311..9dd0639 100644
--- a/frontend/src/components/ModelManage/EvaluationTab.tsx
+++ b/frontend/src/components/ModelManage/EvaluationTab.tsx
@@ -1,11 +1,11 @@
 import { Label } from '@/components/ui/label';
 import { Select, SelectContent, SelectItem, SelectTrigger, SelectValue } from '@/components/ui/select';
-import { useState } from 'react';
 import useProjectModelsQuery from '@/queries/models/useProjectModelsQuery';
 import useModelReportsQuery from '@/queries/models/useModelReportsQuery';
 import useModelResultsQuery from '@/queries/models/useModelResultsQuery';
 import ModelBarChart from './ModelBarChart';
 import ModelLineChart from './ModelLineChart';
+import { useState } from 'react';
 
 interface EvaluationTabProps {
   projectId: number | null;
@@ -13,7 +13,6 @@ interface EvaluationTabProps {
 
 export default function EvaluationTab({ projectId }: EvaluationTabProps) {
   const [selectedModel, setSelectedModel] = useState<number | null>(null);
-
   const { data: models } = useProjectModelsQuery(projectId ?? 0);
 
   return (
@@ -70,47 +69,62 @@ function ModelEvaluation({ projectId, selectedModel }: ModelEvaluationProps) {
   const { data: reportData } = useModelReportsQuery(projectId, selectedModel);
   const { data: resultData } = useModelResultsQuery(selectedModel);
 
-  if (!reportData || !resultData) {
-    return null;
-  }
+  if (!reportData || !resultData) return null;
+
+  const trainingInfoRow = (
+    <div className="flex justify-between rounded-lg bg-gray-100 p-4">
+      <div className="flex-1 text-center">
+        <strong>Epochs</strong>
+        <p>{resultData[0]?.epochs}</p>
+      </div>
+      <div className="flex-1 text-center">
+        <strong>Batch Size</strong>
+        <p>{resultData[0]?.batch}</p>
+      </div>
+      <div className="flex-1 text-center">
+        <strong>Learning Rate (Start)</strong>
+        <p>{resultData[0]?.lr0}</p>
+      </div>
+      <div className="flex-1 text-center">
+        <strong>Learning Rate (End)</strong>
+        <p>{resultData[0]?.lrf}</p>
+      </div>
+      <div className="flex-1 text-center">
+        <strong>Optimizer</strong>
+        <p>{resultData[0]?.optimizer}</p>
+      </div>
+    </div>
+  );
 
   return (
-    <div className="grid gap-8 md:grid-cols-2">
-      <div className="flex flex-col gap-6">
-        <ModelBarChart
-          data={[
-            { name: 'precision', value: resultData[0]?.precision, fill: 'var(--color-precision)' },
-            { name: 'recall', value: resultData[0]?.recall, fill: 'var(--color-recall)' },
-            { name: 'mAP50', value: resultData[0]?.map50, fill: 'var(--color-map50)' },
-            { name: 'mAP50_95', value: resultData[0]?.map5095, fill: 'var(--color-map50-95)' },
-            { name: 'fitness', value: resultData[0]?.fitness, fill: 'var(--color-fitness)' },
-          ]}
-        />
+    <div>
+      {trainingInfoRow} {/* 학습 정보 표시 */}
+      <div className="mt-4 grid h-[400px] gap-8 md:grid-cols-2">
+        {' '}
+        {/* grid와 높이 설정 */}
+        <div className="flex h-full flex-col gap-6">
+          {' '}
+          {/* 차트의 높이를 100%로 맞춤 */}
+          <ModelBarChart
+            data={[
+              { name: 'precision', value: resultData[0]?.precision, fill: 'var(--color-precision)' },
+              { name: 'recall', value: resultData[0]?.recall, fill: 'var(--color-recall)' },
+              { name: 'mAP50', value: resultData[0]?.map50, fill: 'var(--color-map50)' },
+              { name: 'mAP50_95', value: resultData[0]?.map5095, fill: 'var(--color-map50-95)' },
+              { name: 'fitness', value: resultData[0]?.fitness, fill: 'var(--color-fitness)' },
+            ]}
+            className="h-full"
+          />
+        </div>
+        <div className="flex h-full flex-col gap-6">
+          {' '}
+          {/* 차트의 높이를 100%로 맞춤 */}
+          <ModelLineChart
+            data={reportData}
+            className="h-full"
+          />
+        </div>
       </div>
-
-      <div className="flex flex-col gap-6">
-        <ModelLineChart
-          data={reportData.map((report) => ({
-            epoch: report.epoch.toString(),
-            boxLoss: report.boxLoss,
-            classLoss: report.clsLoss,
-            dflLoss: report.dflLoss,
-            fitness: report.fitness,
-          }))}
-        />
-      </div>
-
-      {/* <div className="flex flex-col justify-center">
-        <LabelingPreview />
-      </div> */}
     </div>
   );
 }
-
-// function LabelingPreview() {
-//   return (
-//     <div className="flex items-center justify-center rounded-lg border bg-white p-4">
-//       <p>레이블링 프리뷰</p>
-//     </div>
-//   );
-// }
diff --git a/frontend/src/components/ModelManage/InputWithLabel.tsx b/frontend/src/components/ModelManage/InputWithLabel.tsx
index 48bfe9b..c01f878 100644
--- a/frontend/src/components/ModelManage/InputWithLabel.tsx
+++ b/frontend/src/components/ModelManage/InputWithLabel.tsx
@@ -6,9 +6,10 @@ interface InputWithLabelProps {
   placeholder: string;
   value: number;
   onChange: (e: React.ChangeEvent<HTMLInputElement>) => void;
+  disabled?: boolean;
 }
 
-export default function InputWithLabel({ label, id, placeholder, value, onChange }: InputWithLabelProps) {
+export default function InputWithLabel({ label, id, placeholder, value, disabled, onChange }: InputWithLabelProps) {
   return (
     <div className="grid gap-3">
       <Label htmlFor={id}>{label}</Label>
@@ -18,6 +19,7 @@ export default function InputWithLabel({ label, id, placeholder, value, onChange
         placeholder={placeholder}
         value={value}
         onChange={onChange}
+        disabled={disabled}
       />
     </div>
   );
diff --git a/frontend/src/components/ModelManage/ModelBarChart.tsx b/frontend/src/components/ModelManage/ModelBarChart.tsx
index abbae01..8e95802 100644
--- a/frontend/src/components/ModelManage/ModelBarChart.tsx
+++ b/frontend/src/components/ModelManage/ModelBarChart.tsx
@@ -1,9 +1,8 @@
 'use client';
 
-import { TrendingUp } from 'lucide-react';
 import { Bar, BarChart, CartesianGrid, Rectangle, XAxis } from 'recharts';
 
-import { Card, CardContent, CardDescription, CardFooter, CardHeader, CardTitle } from '@/components/ui/card';
+import { Card, CardContent, CardDescription, CardHeader, CardTitle } from '@/components/ui/card';
 import { ChartConfig, ChartContainer, ChartTooltip, ChartTooltipContent } from '@/components/ui/chart';
 
 interface MetricData {
@@ -14,10 +13,9 @@ interface MetricData {
 
 interface ModelBarChartProps {
   data: MetricData[];
+  className?: string;
 }
 
-export const description = 'A bar chart with an active bar';
-
 const chartConfig = {
   precision: {
     label: 'Precision',
@@ -41,9 +39,9 @@ const chartConfig = {
   },
 } satisfies ChartConfig;
 
-export default function ModelBarChart({ data }: ModelBarChartProps) {
+export default function ModelBarChart({ data, className }: ModelBarChartProps) {
   return (
-    <Card>
+    <Card className={className}>
       <CardHeader>
         <CardTitle>Model Metrics</CardTitle>
         <CardDescription>Performance metrics of the model</CardDescription>
@@ -86,12 +84,6 @@ export default function ModelBarChart({ data }: ModelBarChartProps) {
           </BarChart>
         </ChartContainer>
       </CardContent>
-      <CardFooter className="flex-col items-start gap-2 text-sm">
-        <div className="flex gap-2 font-medium leading-none">
-          Model metrics are trending well <TrendingUp className="h-4 w-4" />
-        </div>
-        <div className="text-muted-foreground leading-none">Showing current performance metrics</div>
-      </CardFooter>
     </Card>
   );
 }
diff --git a/frontend/src/components/ModelManage/ModelLineChart.tsx b/frontend/src/components/ModelManage/ModelLineChart.tsx
index bd21ea8..cae6dd6 100644
--- a/frontend/src/components/ModelManage/ModelLineChart.tsx
+++ b/frontend/src/components/ModelManage/ModelLineChart.tsx
@@ -3,20 +3,11 @@
 import { CartesianGrid, Line, LineChart, XAxis, YAxis, Tooltip, Legend } from 'recharts';
 import { Card, CardContent, CardHeader, CardTitle } from '@/components/ui/card';
 import { ChartConfig, ChartContainer } from '@/components/ui/chart';
-
-interface MetricData {
-  epoch: string;
-  boxLoss?: number;
-  classLoss?: number;
-  dflLoss?: number;
-  fitness?: number;
-}
+import { ReportResponse } from '@/types';
 
 interface ModelLineChartProps {
-  data: MetricData[];
-  currentEpoch?: number;
-  totalEpochs?: number;
-  remainingTime?: number;
+  data: ReportResponse[];
+  className?: string;
 }
 
 const chartConfig = {
@@ -38,8 +29,11 @@ const chartConfig = {
   },
 } satisfies ChartConfig;
 
-export default function ModelLineChart({ data, currentEpoch, totalEpochs, remainingTime }: ModelLineChartProps) {
-  const emptyData = Array.from({ length: totalEpochs || 0 }, (_, i) => ({
+export default function ModelLineChart({ data, className }: ModelLineChartProps) {
+  const latestData = data.length > 0 ? data[data.length - 1] : undefined;
+
+  const totalEpochs = latestData?.totalEpochs || 0;
+  const emptyData = Array.from({ length: totalEpochs }, (_, i) => ({
     epoch: (i + 1).toString(),
     boxLoss: null,
     classLoss: null,
@@ -53,16 +47,16 @@ export default function ModelLineChart({ data, currentEpoch, totalEpochs, remain
   }));
 
   return (
-    <Card>
+    <Card className={className}>
       <CardHeader>
         <CardTitle>Model Training Metrics</CardTitle>
       </CardHeader>
       <CardContent>
-        {currentEpoch !== undefined && totalEpochs !== undefined && remainingTime !== undefined && (
+        {latestData && latestData.totalEpochs !== Number(latestData.epoch) && (
           <div className="mb-4 flex justify-between">
-            <p>현재 에포크: {currentEpoch}</p>
-            <p>총 에포크: {totalEpochs}</p>
-            <p>예상 남은시간: {remainingTime}</p>
+            <p>현재 에포크: {latestData.epoch}</p>
+            <p>총 에포크: {latestData.totalEpochs}</p>
+            <p>예상 남은시간: {latestData.leftSecond}초</p>
           </div>
         )}
         <ChartContainer config={chartConfig}>
diff --git a/frontend/src/components/ModelManage/SelectWithLabel.tsx b/frontend/src/components/ModelManage/SelectWithLabel.tsx
index da860f6..b6c7ad8 100644
--- a/frontend/src/components/ModelManage/SelectWithLabel.tsx
+++ b/frontend/src/components/ModelManage/SelectWithLabel.tsx
@@ -12,16 +12,27 @@ interface SelectWithLabelProps {
   options: SelectWithLabelOption[];
   placeholder: string;
   value: string;
+  disabled?: boolean;
+
   onChange: (value: string) => void;
 }
 
-export default function SelectWithLabel({ label, id, options, placeholder, value, onChange }: SelectWithLabelProps) {
+export default function SelectWithLabel({
+  label,
+  id,
+  options,
+  placeholder,
+  value,
+  disabled,
+  onChange,
+}: SelectWithLabelProps) {
   return (
     <div className="grid gap-3">
       <Label htmlFor={id}>{label}</Label>
       <Select
         value={value}
         onValueChange={onChange}
+        disabled={disabled}
       >
         <SelectTrigger id={id}>
           <SelectValue placeholder={placeholder} />
diff --git a/frontend/src/components/ModelManage/TrainingGraph.tsx b/frontend/src/components/ModelManage/TrainingGraph.tsx
index b4496a4..2072916 100644
--- a/frontend/src/components/ModelManage/TrainingGraph.tsx
+++ b/frontend/src/components/ModelManage/TrainingGraph.tsx
@@ -6,9 +6,10 @@ import useModelStore from '@/stores/useModelStore';
 interface TrainingGraphProps {
   projectId: number | null;
   selectedModel: number | null;
+  className?: string;
 }
 
-export default function TrainingGraph({ projectId, selectedModel }: TrainingGraphProps) {
+export default function TrainingGraph({ projectId, selectedModel, className }: TrainingGraphProps) {
   const { isTrainingByProject, setIsTraining, saveTrainingData, resetTrainingData, trainingDataByProject } =
     useModelStore((state) => ({
       isTrainingByProject: state.isTrainingByProject,
@@ -48,6 +49,7 @@ export default function TrainingGraph({ projectId, selectedModel }: TrainingGrap
 
   useEffect(() => {
     if (latestData.epoch === latestData.totalEpochs && latestData.totalEpochs > 0) {
+      alert('학습이 완료되었습니다!');
       setIsTraining(projectId?.toString() || '', false);
       resetTrainingData(projectId?.toString() || '');
     }
@@ -55,18 +57,8 @@ export default function TrainingGraph({ projectId, selectedModel }: TrainingGrap
 
   return (
     <ModelLineChart
-      data={
-        trainingDataList?.map((data) => ({
-          epoch: data.epoch.toString(),
-          boxLoss: data.boxLoss,
-          classLoss: data.clsLoss,
-          dflLoss: data.dflLoss,
-          fitness: data.fitness,
-        })) || []
-      }
-      currentEpoch={latestData.epoch}
-      totalEpochs={latestData.totalEpochs}
-      remainingTime={latestData.leftSecond}
+      data={trainingDataList}
+      className={className}
     />
   );
 }
diff --git a/frontend/src/components/ModelManage/TrainingSettings.tsx b/frontend/src/components/ModelManage/TrainingSettings.tsx
index 63660be..a2cdb57 100644
--- a/frontend/src/components/ModelManage/TrainingSettings.tsx
+++ b/frontend/src/components/ModelManage/TrainingSettings.tsx
@@ -2,8 +2,10 @@ import SelectWithLabel from './SelectWithLabel';
 import InputWithLabel from './InputWithLabel';
 import { Button } from '@/components/ui/button';
 import useProjectModelsQuery from '@/queries/models/useProjectModelsQuery';
+import useModelStore from '@/stores/useModelStore';
 import { ModelTrainRequest } from '@/types';
 import { useState } from 'react';
+import { cn } from '@/lib/utils';
 
 interface TrainingSettingsProps {
   projectId: number | null;
@@ -11,7 +13,7 @@ interface TrainingSettingsProps {
   setSelectedModel: (model: number | null) => void;
   handleTrainingStart: (trainData: ModelTrainRequest) => void;
   handleTrainingStop: () => void;
-  isTraining: boolean;
+  className?: string;
 }
 
 export default function TrainingSettings({
@@ -20,10 +22,12 @@ export default function TrainingSettings({
   setSelectedModel,
   handleTrainingStart,
   handleTrainingStop,
-  isTraining,
+  className,
 }: TrainingSettingsProps) {
   const { data: models } = useProjectModelsQuery(projectId ?? 0);
 
+  const isTraining = useModelStore((state) => state.isTrainingByProject[projectId?.toString() || ''] || false);
+
   const [ratio, setRatio] = useState<number>(0.8);
   const [epochs, setEpochs] = useState<number>(50);
   const [batchSize, setBatchSize] = useState<number>(32);
@@ -49,12 +53,9 @@ export default function TrainingSettings({
   };
 
   return (
-    <fieldset
-      className="grid gap-6 rounded-lg border p-4"
-      disabled={isTraining}
-    >
+    <fieldset className={cn('grid gap-6 rounded-lg border p-4', className)}>
+      {' '}
       <legend className="-ml-1 px-1 text-sm font-medium">모델 설정</legend>
-
       <div className="grid gap-3">
         <SelectWithLabel
           label="모델 선택"
@@ -68,9 +69,9 @@ export default function TrainingSettings({
           placeholder="모델을 선택하세요"
           value={selectedModel ? selectedModel.toString() : ''}
           onChange={(value) => setSelectedModel(parseInt(value, 10))}
+          disabled={isTraining}
         />
       </div>
-
       <div className="grid grid-cols-2 gap-4">
         <InputWithLabel
           label="훈련/검증 비율"
@@ -78,6 +79,7 @@ export default function TrainingSettings({
           id="ratio"
           value={ratio}
           onChange={(e) => setRatio(parseFloat(e.target.value))}
+          disabled={isTraining}
         />
         <InputWithLabel
           label="에포크 수"
@@ -85,6 +87,7 @@ export default function TrainingSettings({
           id="epochs"
           value={epochs}
           onChange={(e) => setEpochs(parseInt(e.target.value, 10))}
+          disabled={isTraining}
         />
         <InputWithLabel
           label="Batch 크기"
@@ -92,6 +95,7 @@ export default function TrainingSettings({
           id="batch"
           value={batchSize}
           onChange={(e) => setBatchSize(parseInt(e.target.value, 10))}
+          disabled={isTraining}
         />
         <SelectWithLabel
           label="옵티마이저"
@@ -108,6 +112,7 @@ export default function TrainingSettings({
           placeholder="옵티마이저 선택"
           value={optimizer}
           onChange={(value) => setOptimizer(value as 'AUTO' | 'SGD' | 'ADAM' | 'ADAMW' | 'NADAM' | 'RADAM' | 'RMSPROP')}
+          disabled={isTraining} // 학습 중일 때 옵티마이저 선택 비활성화
         />
         <InputWithLabel
           label="학습률(LR0)"
@@ -115,6 +120,7 @@ export default function TrainingSettings({
           id="lr0"
           value={lr0}
           onChange={(e) => setLr0(parseFloat(e.target.value))}
+          disabled={isTraining}
         />
         <InputWithLabel
           label="최종 학습률(LRF)"
@@ -122,14 +128,14 @@ export default function TrainingSettings({
           id="lrf"
           value={lrf}
           onChange={(e) => setLrf(parseFloat(e.target.value))}
+          disabled={isTraining}
         />
       </div>
-
       <Button
         variant="outlinePrimary"
         size="lg"
         onClick={handleSubmit}
-        disabled={!selectedModel || isTraining}
+        disabled={!selectedModel}
       >
         {isTraining ? '학습 중단' : '학습 시작'}
       </Button>
diff --git a/frontend/src/components/ModelManage/TrainingTab.tsx b/frontend/src/components/ModelManage/TrainingTab.tsx
index 16ddfb6..c2a365a 100644
--- a/frontend/src/components/ModelManage/TrainingTab.tsx
+++ b/frontend/src/components/ModelManage/TrainingTab.tsx
@@ -39,19 +39,20 @@ export default function TrainingTab({ projectId }: TrainingTabProps) {
   };
 
   return (
-    <div className="grid gap-8 md:grid-cols-2">
+    <div className="grid grid-rows-[auto_1fr] gap-8 md:grid-cols-2">
       <TrainingSettings
         projectId={numericProjectId}
         selectedModel={selectedModel}
         setSelectedModel={(modelId) => setSelectedModel(numericProjectId?.toString() || '', modelId)}
         handleTrainingStart={handleTrainingStart}
         handleTrainingStop={handleTrainingStop}
-        isTraining={isTraining}
+        className="h-full"
       />
 
       <TrainingGraph
         projectId={numericProjectId}
         selectedModel={selectedModel}
+        className="h-full"
       />
     </div>
   );